{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个作业里，需要手写一个跟tensorflow里面的conv2d类似的卷积函数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了保证更好的服务质量，请留下作业完成者的基本信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:29.188462Z",
     "start_time": "2018-05-30T09:48:28.155066Z"
    }
   },
   "outputs": [],
   "source": [
    "# 声明一些用到的库\n",
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "%matplotlib inline\n",
    "#assert tf.__version__ >= '1.4.0', 'Please upgrade your tensorflow installation to v1.4.* or later!'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读入图片，因为没想到怎么把文件跟ipynb放到一起，所以这里只能将图片base64化为一个字符串直接放到这里。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:31.310610Z",
     "start_time": "2018-05-30T09:48:30.801007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 500, 3)\n",
      "500\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_b = 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hIrOI8Z+Eo+CEb0bp7152VjSLHw7jsPGuIBr22HDPE0XkueW2be6j/ACaDnPmHmUNurbZNYW1pMf8A+L1wm8IuNcwaVJBksmxHcMR7HtWnHnu+ll+JLjfCj90R86YxLrikGcDO4z3BHpVcnBbNow5fdJPhvhz+KJdNDheJRIFljyMMJAAsgI65HX3rs+X4pnN/2w5/p61qvA+Dx8PsoLSJV0xpjIAXJJLE49ya93h4phjqPH5eS5XaeWPSDjvXRGLzDUuSN/SmUR01viBo1OC2vcDffNKzZqWfDdnaXZvltkn4ohH3AOoK2wCgalByA/fV1HbFY9dNZl4ovG/szHiS6e549eSjh580iRsyPPqPmDSA6xtsNHm/lYGsLx2338bTlkjMPtB8OW8lzcxeEOAleIQZCcRu1XKYTKi1UyAQBcBUOlW9M5zXTxSYuflytfKHi77OFsrlr7xLxSw4YYkY3SGWe9vm0KMOY41AGSQMyOp+ddFzkZzjtjIL57F5uXw9bmWEZPMnVEL/APxRmCj/AOR+dL2ps0atmlMyRJy0jLDEakZOex71dg01jwlHbcS5dnFdGORhiWEW5k29cgqNh6VPVt11G78F8NcCl4ItvxFGScLkSyx4DY6ty0fOCNvOavptmpfiXwDwS0P3uxsBIASRKSXR89Q3MyoJ/wAuBUdZKe6ieHRpw6/+8w2g4ZdWZjulaMExO0LBwZVJOVGPy7jr0os8H5X2WbhdZljIaNvMhB1AhhkEH0I3FctvrQkTGSQOZMAdacqakEvI3TSxyPX1otLRmW4T8q7iouTTQM3CBgdW9SrRZ5bKSWBJ6DqKrZaAziTViPYEVJxH/dLgSs6sTnqd9qZgeIWt/KRHbylD6j+9GqNw5FYXqRKs8hOcaidzR1otgj+HNbskgk1A/OqkTsV97/8AxcvbpnHensaWARjVkk77npV7BM8Tlfw+vpU6URHzwuJAMii7Px1Y991604VFQIFOll8voaraLDkoiZSpG/b9KVPRqGCJQTqpDRzlxqQM7f3p7LQebQkiKXG5wB60rR1PbrsvWjZ6cYyp069hQWg73PIUvJknO9BG1vTKQEOD0AxTK0tjJnantJP3jOQeg6UaBEk2FzqA9j6UdSldkvG5YGcip0dpu3mTOg7hqdSfRYIiwBIY7mg9lSlGGkHzetK7Bu2gdj5vkDU+mIOUOk7D3omQ06juG65HpVWloYjrJ0+I1H6opoUO52o0e47GIgueuKkOgqBqJAB6ZNK3StK34t4nxmHg0rcBkdZdQ51xbhJZo01bFI2VtWehxuB+tZZ8lk8jTDj3fXzP4ku+HcX4nLxC7vluuI3D8ySS4lZSxA0+TGwCgYx0rzeXmz929Pgwk/AkHDIpJVjlhhFsG8zKyMVOP5SGzXF/NlXVpMJwjh0TJDZvJEI/OYmUTQnvjTISR8xis8stHJU1Y8PtZJkFpai3ukGeZayo6s3/AEvupHbJx2qJyqs0sdpZcedBzOLLPChx92ubQaVBHXmRa3AxscPj+lTbaV1/0mrLgV1aXkJm4ctpaD8ReI2F4JI/xDko0cqhgO/TY1fWiZrbw21vLe8R7ybVcQAJNchBGX1+UEqCV3yOnenhjZkWWXjRrBopQLWdFljcBZEcDSyj+h9D0r1uCzLyvP5bZ6uXh/g8FkgkgQgBSkDn4uUSDoOd9iOnavW4eOYzyPP5eS2rLGAMY6r+9bxgdyQCSPkKASd1GPhpgyTq7Y3zk0AHLbq2CUGnOSAPiPUA1Nho+5shMGMoztuo2A2xjNGhKy3x3w2e/intLXiEfDIAGSedVLhARgEgYLtjbSOvvWOeWmmMtfIX2lfZx4VsrMW3EuOPwaeVvvVzxTjUameVSzIDa8KtC0+k7fEO/wAWKOPd9PO6fPfGOF+ErGZ7bhXGr7jzEEwleGiyjPqSss7yEHsNIrsnkc+U2gJoeG2gAjl/Hf4/hYqD+Xy7CiHNLJ4Q8RLw29zeQpegDTHrcxLGx/lOwPpvn2p26Vbb43Dwv428I3NubdeKyWfEg2ZLdApDHv8AiFSpxjHX39aX80jTD58ql+IeIOA3MjOnGWllTAWCV9wW9gGXzEdhWWXNGn/Hyivvcm6VoBDm0ckm5UHSpG3mXSAOnUfXaj+RnnxVtHgLxdG3AYeD304efhYW25jIyvyB/g5zsxVQUyD0UVjlY0x4/Fli4/AZSmPID17fOsf5BONKR8TjmAMbbdqrZXEzdcYaFCQhcjOQN8UtHoNFxOOc6jEysOmc0wS3F2ScQ6Tjt327Vn29VpI2/ELZiFkOHPTNbY2IqQkmhhj2xg1bO7Dw3ttLsACw/emMo9PcWyxkyDYd/SrsRLUbK6XQ8jHT6D2qVbpfLk041HOOlLQ2uOhTtnAPep2204YkX4jj3p7LTvKQnGTjtRs7ChEqAt1o2RtlPVTtjoKLRoFO8qbAE+n+9TclSGI3nRgcEj/els9HnuSzhVBDdz6UtnY86q7hiM43FLaToc41Z3zThV6RZ3BKsMdc+1aSopnTzX5WMkbk00nXtGWP8EYJ6+9BeIuduKlwkK4UnDN7fWp/tXh+X74oA05J+L0zTtTSEhZsySArj8oqpkmwWgjK6Cv1NPsWj8UCHzMMY2pW7PRUiQhwSOvpSoOi1XKlRlcdMUdj0JEJQFkx7ZpdhoNMk0m+BUi7OKirH5l81XuDRGqNULu2hai5yHMLQd5xi0tlASUFuuCSM49B3rm5Ppwjow+a3+gQ4zLMf+Simu3P/wCK2XWT7eUE/TFcuX22/wD5m3TPlk/U5way8RX9xGreHiq9Gn4hPDGFUjOWUgyH5KlacX8ud9xTlOPGfrUOFcDuIEHPdVl/N93yFA7acgGvUw45HBnye+KP42/4dPs38bx3Mt5wtLDi1yxkfiXDo0hlaUnPMk2IkPqHBBpZ8GGX7FYfRlj+Pi37Xvsx8f8A2FcVHPtX4t4FuZBDwzjqKFgd5N1hnRN7efsM+V+qMclRw5/4+f07+L7Zf1SeHeNfCpulluLSThF1sJRPFLLEWH5lKEnf3SvO5fkydmHPF3s/EVhcYW1u/i2V1hMkcijfIYx6Tn2fPyryuX588fdOzDPHJoHheW2aR+VLPDIwB5iagqqMYGAxzpxvk9DXLhyza88WmW1u0tkGEoJ0jMsbHOT/AJSdxmu2W2OXKerHYW33ofd7khzcRoVUjB1x4IGT6/1qsLu6RldLR4YiN/dkMQ5RgJIzsVDKcgj0JGD7716nwTeTi+q6jVeHQGC2SPJZVAAJ649zXvSaeVaN5ed+/UGihxgeX13G+aQeUbHO22QKewSIgCox060xsmUqDv8ACP60yiF4vMLeF21iMKCzFiBpHc52A+dZ53UaYzdfKn2i/aJxq5a7h8KoeHQQ69EsYImcDylw2Mp2wQufevnPp+3LLPU8evwfPJjuvjzxBbcVaeSdY7m64hcyyPcTyu8zOS+xZjnuWOCele38fNvGSvP+nD/ZR+J2N5YSXMQlzdMQJyGBPmGrSSPzY613W7cl8VedQg07LnfykHOO3SjekpDw/Fb3N0i3hkW3j85MXU/rWfJk6uCTfrS+H8D+7lFhtdHOy8QZgX09B0IrjuVtevjljIRfeF76e4W4t4org6Tq03Gh0GemHI647it8JHDz81t8XbwVw/x8t1E/DrMXFjLMsct2ZomFswwC04d8uMHdVViw6U7ZGPetz4b9nt1A8U9m1lFzQovpAsigjILcqNdl6beYVFx2P5dLddcIiGAB02AAA6e/eo/jR3R8Ud7FcGGNPJipmNh3LabtYxHETOMv6Y2rSfhWhrm/VA/LhBIz0G9I4rT+I2SfE0elgcADBNZb9a/0XLeXlwwltwAp3yNz+9XWdFQT3zx5ZyWxjHpVTaafjmnjUFjpf83/AIardBE8txN8UhKD1pel4QblolUpJgehO1LdPxI/fJfun3nmDpjPtT7Fpe1uYyCSdxR2a9XROjj4gQKNl1I+8BThdwO/als5HDdds7Yo2enOcBnJ60tiR5rhTtgHHT3p7PQOWaUMdC7Dv6VNPQGSW6Zhy/KO9RsU+s88aZk79xRaWi47xpAAwyp9KrGlYIZ2OlgTt0Aq5UWOxyaSXHen2LRz77gEN9M0uw6wj78rZ2xjoKNp1HUvYt2ZflRch1NPexs2AM46VPZXU5FcRsRq+P8AlH7VXZFxGxqDqDbDrT7Cw5HLAoClSWHejsWnnu0jYYTc9TSOY7NPxEYKRrknpSqpHY3uZF1N5cfT+tL0WEy39tYwvNdsAq75P+lZ8nNMJurw4bnfFL4j4nnvHZbQFUXJOMHb/wA6V4f0/wCQuV1i9Xh+Pr+oa24D4j4zcKEsnRWJKzXR5abegchiDtuqmuXi+Xm5Lt1Z82HHGxeBvs54vbqk3EbyFIXCkxWjTMGPuzpFn9CK+h+T/H3D9eR9P245fjV7Hg1tZIFjGAMbKoQbew3/AFr1scdPMyy2lEQJtj6iqScKgjJO1IIfxL4b4H4t4FxDw14isYuJcC4rC1txCynyEkjbrhkIZWBAZXUhlYBlIIBoOePzV+3P/ho8VfZf4ndeA2fEOOeAr4j+E8YtI3u7iIsAGtbxIELK6n4ZSoSRd869Sjn5MHVx8v8ATO+HcO454RlC8njEwlOJ4WsJjAhToJGmAAJzkaF1d81ycmGNx907eLPo1rwY/EJDFLYq0V0xIueGySsyOpHlaN3zvt8BOpfevnPq+XHe8XqcXLv9bj4XuJZoFDMecmASygHUD8LAADPbNY8Fy/FcmmhWctvMYnmKxSDbmKCuDnrtqHvXdxTG1xcjQuBcJij4jJxGHDRzxIZGXHllVt9h/MMN88173z8Emfef3Hl8vJb4u8fQDvXfpyF6sNpPpSMoDYigPEbe9AeI/agqGn3wx7UqGY/afxVYbBVL6UlziNPjdh082+lV7t74rzv8hy9MXd8eG6wHjVheyWV5daVVdH4MKjAY5GCQD/XevnN3LJ6+esY+bvtBe6iuJrgn7pGiGC00JqA0rpaQAHGdXwmvd+PjuNeV9GTHuPX0dtAsK6JJmQK2Mll7bt/MQN69y+PO/aqIieZ8RqWJPlA9PrWdprf4e4bHdNbQ644btnxCUAJ1jpuSq5P/AFYqLNt8NT1p8PFeJ2dm1jacKeWeIfjLrgkIJ7hCzFvp0rK8WvXR/NNLv9lH2YcW+043XFPE/PsfDFq0tsIkgayumugqkGIlcFVBOslSOw71cjHLN9G8G8L+HfCvDouF8M4fyYIFADtl5HIGkvI53ZiOpqbIz3sYt5ax6tUDYHtSmUHU5HJaXA5ijSg/m2x61pKmw3Kkb/8A26FmPfoKWxEdcC6jYCTbPYbfvStXArcsF1kOlz0FTvxUUvjCwQyNP3ByGO4rmyvrfHHxEweJLe2TLSnBycd6i8mjvGlR4vsrS2WfJk1bYG+9XOZH8SV4Tx+04nh5G0q2NKnY/pW2PJKi8dS15d2tqgYDWh6AVfeImCHhu5r6fSbbTAPzVn23VzHSa0w8nkaPwsae/wA/nVf0j+2gfcUf5etV0a9nhZ8v5dsUuhbDIhaRo2TGMDPtS6n2OJCmdJGM/wBKOo7Fm0Q7A71XUuxRtUIGOo6YpdSmQaSEqSG39KViuxMNkAuqQ6c5OP6UdR3OfdIwpDHY9BT6Fc3fu8SDyqM48tExTczZBU4f6CqmKez2mLudI7CpsGxa29uUGsjUafQrkaexhVC/1NHQtm1tDKQUH4XalcTmTgtbVHzIcHuKmRWxXIs0TWrgSHpn0opbNpFy3LFiQw60xt6Bj94Ox09M9KQGNCmCdvrVddl2dtraJRlVDH1FHUrUdx3jtlwaI85hzyMpEDgn9OlcX0fVhxT11cHBlnWWX/Ebri10Zmby5J5exjx0A69a+W+r68ufLz8e9xcOOEWHw74Zv+IXKTzSR8KtW2WabdnI/wD44VIJ2916967Ph+LPO7/GP0fRjjG4eDPBnB+FsbxTcX11KAGuLsJoAznCKFHoPiyfevq+D5ceN4PP9GWbRYURBsuB2xXW5aI1Uk6eC6uu1B6NzSLEMj4vQ7UtnIq3iHxfY8BiMvFZfu8WCcRlGkIHXCnfFYcvPMJut+PhyzvjFvGX2sz3CzpwT8K1nAXMh5hdcecvo5ZXPQAFuma8vm/yc1/q9Di+LX6+SvG68Yu+NPxN7mXiVndH/loFe4CwkYGlgrFiNtQGresOHmmbTk4+sXzgHh64urO1v5F+5OAC8UWpY2HoYycb9c9qx55KrhzrafC1nJdWiwzosd7pOiVpE/FCtsr+bJyOjfrWHHxTTXLOrrFw+eCHM0TIVOdXxAfUVtOHJhlybaN4OhlhtmjmJLA4jB/kwMA+uDnFe98mNmPrzOey1blAx6GutjHdJbBpB3oMenSgPF8ZzQNEE4bOeoxigGp/hAGNJ6UBiH2oNM3GI4tIeJYkaIdAPM2r2Jz37CvA/wAtbcpHr/BJ12pV2iJZtl9lA5kj4wTscb+9cHHhq+N+TPb5I+1biltxTir8PTyzxvpZMgElWIAI/MQTvjbNfQ/Lj5uvL52McWtEindr0szjIWI/Gu+cO35a7cs/HLjjpAzzNOOWoWOMHKqvlUD09W6d6MIVqw+HZYDH9zkmWFGA0yldRDDrsenTNRybnrXH2Ns+z/gvE/GvFbOGRYrWzt4RcXc7W7yTyQrKsbNCq6kGsg4eQqM9FbpWdztiusfYvDLnhttaQwWqpZ2sahIbc7FVHRQOtKZJsSssqOgKwM/o7jQP/wBt/wBqnezkMycOlZNXlVT+WIZ//Zv7UHKRbcNtiGUx/i+p3P60bGRElqtvGwVcEd/nRtOno7O0ZBNeqMAZHenBpFXXBk42xSwiwAdyRVXHZy6QPiD7N+J3lsUjZUk7fXascuHa5y1SLj7FvEscnNEkUqdQCD696V+e2LnMZh+yvjUEwfiUiCMbiJf2rP8Ag0f8u0lH4Ke2mWVWIVOwP/gp9FdqslrwiKWEa2yF6irkRRsHCViBeI59B2q4jK6DYn5vL0jRq6YHXPpV6ZbX0CQMRkj37VbQQhcYDHNA2VoViCBg/wBafhbrxSJfjxq9Pepph2ePPkO/pRsV3nJup+Ib0aLRgy4bAGr3+dG9GTJJqB09u9PsV26ELgDpnpSB4xaAupgTjfFOVNgG8fBG++OgqcquQzFa5wS2onuTU7O6FYKr11HtVdqiyHYoxONWrIHUdqctLRcheEFFI8vYe1FIwsiSgGZcEn0pdBs2YhJJqRc42FK4iU7IdKb5z609DejOi5Glo3wM/D1pSDexDmZk858x6Y9aq3SdbQ3E/EcHAYWBm5l4w8qAjC+hP9sV5v3f5DDix/8AXd83x553/wAZjxWd+KTNNJLJLI5LSMNyPkDuAOwr4/6OfLky2+j4OLpiL8P8L4g7tNYWRk2H4s+FSPJG5ZyFJz0HXvXZ8PBll+RHPy4yet68C+DLuLHEOITKZW6qi/r+I4VsE+mn5V9d8nzXHH1899P0zLyNXs7VYVUgaj/McV6GtPPyozO/Tb5U9kdAPXORSDzMundc+tI1X8Q8YtuHwu7EjGTpDgb/APyON/SsObOYxtxcfavnLxr46tr1pI7mJFJYnMZODg6RqPQ/T9q+e+n65l49rg+a4svmu7dpVEitGcMURJPLq7b4JGRXnbldllRV5wH+KK0skTXEY80UjAEK/ZS0LKT/APJTW3z8uM8Y8uG1s8NWFxNZx2fDrhXuLUheV8LKOrDDBfpgfvV8+eO/GWGGl64N99tH0Tq+oMR+KuGAPUE9GHvUcUy7Lzs0t3AvFA4jxY8KtpALy3IilXUcMD+VsfCw6rnrvXvcGF08zlrcuBq33GF3GJAulgeuV2OT3r0+OeODK+pkd/aqLbo26UjewOpoBD5DBR0x1oDmCDqPX0pANMSSuezZzTDKvtKh5MwvCnQJADjfLFmP7CvL+/Hzbu+XL+mU+JrxDwy5SZxE0cZkiPdmUZBIHXBFefxe3bp5PHwt4slL+J7g2mRxEseZcsdSgkklI8D3/wAT16ep93gwtxebyZepFPC/3zg0nEbiKWWcZ1pFh3JAO2O574HWsuW3G6OTcZjxG1jScnXhWyVVwSwAOB5QMb4rr485phnNV60vLbh7pM8TXExwVMvlVcHrpGc59DV308bX09/wtXo4lxnjcc8XLnlSN5eWgCTacgayHDKIwTpCrp83zrm5L63n4+vrGxsIIgVh5Wd9WN/161ETseLUOoGcgetPR7LSI6sA+QUknRFGoJGAaqw9mJlt86WZSx6A1FEBz27TLpUZU7YFL0yiz8LttUI0t6Adx8quWwrIjDxZ5TzHcl/5SD1o2eoXNxbiDRgRgKvr3o7UaiuXU/Fbi5JZNQI8lRbVyI0xXwl5br8W2PnUbaSiv4PxAYETBdW5FVotjo4biyjKSjmSEZOOg/SqxRlpH6PxefqXTn4e+fT/AHrTUYa9XAXGdj17D5VbZ4ynV5Rv86mmWJpAMjvvUjTjzKxwx8w2zStOQE8h15U9Dg0pRYXK4G2Oo3q9loxHN5jthT0qbDLVidQTJ+ewoibTscjMSHGkDYt71RONMQdJyW6ijRU2wmJDBNu+eu9OYl2cyyPmRPIBsBT6wtuxtJKCXBVenSnIi020d3qZoGOkHBFPRdqXC1wjs1wuonb9qNDbr84HyqTkbjGMUA9HbSx4Y6sYzSOC04dLIAZDhTuaWwet4LOPIckgbEe9TlVY4ql428UjhcYteGBWvXBxsWMa+uOmfQH5143+Q+7+Oal9ep8fydru/jH7j7/xKWW7uGkmYnLgEjGe5x1+VfJcvLlyXtX0PHjjhNQbw+GKOT/mMMQQAF6/oCc49zj51r8mGPbdRy26a54PjtJBCrwyoyeaAKoaXqDkFx5AfVdI9M19d8mWOvI8T6pW18J4hYBI0JjjlG/JVw7L89P+texhl48jPFYobhZR5QcdOlabZ2DEB9TjrvQl2V1A3P6UHEXf3ccMTNJcLEgz5pGUL09SRWeeUjTHG1g32j+J7viRfhsTjlwHI5LgocfmXy5OR71879/1XK9Y9r4/n1N1i0ca3JkkMrswbSVZgTqPXJbvXjzKT9enlaZk4CwlcTh4FcaQ6AkNk5AGD5TRlyRKUs4FtikazBZAPNI2FJ+ejG+cdRWE5fR12sdrw1Z9M7jmzdSQwB3wc+9b67e1nlE1eX0/AuCX3GL1TLZWNu88qSHygIucg7EfSvS+OZXORx89kxU7/hu4x4X8W+IeIcd4EnE7e9uC8l/bcQiSWOddRKyW17AxLMmTqimCkqQyDKtX1M4tR4uXJa+17NMRJ3BAOR8qtkOAxUm8BQbhHfuKAS4z5u2NzQHGI0luwHWgBJ0KFQvw0gp3j61W44YxCh7jmCC1Q4P4so0AgHqQCTXP9ePbDTf58tZPmr7ULaTh/B+Iywp95uLEPHywAS6NhXAydtjmvF4ZMc+v9vR5PcfHw/4u4/Bb3D2/D7cQ7lRowSGGxBPUV9Nw5SYPFy32aB9mt0/EfClwnEwwmtp2UyxdkKhldh6DffNcX0zd26uPyKp4l4BLLcycSuzFFFKSlskn4bSBTthQemOrZ67Vhh9GorLi3+KHfcHv4wbpgwjwNMzKVXbppBz26V2Y88rLLjsXD7IvFzeEPFnD+ITyzfw4TIbvkvlkjOzvoJCthc7N17b4NLKbh4X+n6S8MlS8tUubZwUxkPGSA3cHBJIznoaz/Co8TXHLJKHV0FG6RAbiJEfKVQ2ckHvSVofIJ52VpECsBuq1VIBd2wLqRES46mpOH7cJbRnY6upFOCvfe2nUkRhkBwSRmjZaCyvaMSpREA7nH9KNmHNsjxmW3bV2AFTTNJaSAh2jOehPtRo9mZOGEyiUjAO+KOpyk3FpNBGZkJc9ABviijaIupJVtHd1KsTgZPc0YlUTpPI06/Lq6b4zn1rVmuTR916/pR62e5Tr0PTuKXoNMZQSDn2NSo25bB7k0foeWCQkEnI7CjQ3Dgt1BGcmilXpYpAdMCj504kRbxEKF21HdquQqdmhdgmhNWSMnsBRYmiEsoQxd+3pVRFuz628JXbuetK0SPNa26sSdz3p7FhQNvySqgbbAeppWloLGGEwVgBG+6gUpmfUe0EbZwox29aXYdTUSsCQYdqi5qmJ0xSOmWAA9KN0+pcKFgoOw705S6ojxJxThfALVpLhsySfDEm7t6D2+dcf0/Tjxz2ur5/nud8YPxjiF1fXc10QAjsWOMkAdevevivq57yZ27fTcHDMZIj0e4lzHHKTI40qijIOTsNIrn/3v42y1Fx4NwqOzCS3miWTAZY7hkjEbD0UDU36Y9N69P5fnxw/2t9cfLnb+LdwOXid9KsHDZLZsZeR1WQBTgZb8TIPX0NezwcmeXkcPLhjJutm8LWbxwAvKsxHlblRjQpH+fAzXvcGN168Xms34u1ugAB6f+dK6nPSzIqAo2fbHelS0CuZpBEzQkt/0Yz9CdqnK+Lxx9ZB9od9ezRmOO6lstjGwkk/Dk36kgEZ9mrwf8lzXWpdPW+Pin6wLiLmzuhGs33iVif8PYah31ZxvXy+rMv17vlgq3EMjtHME1ygEyuBgtjo4Jxn3rS8m5pnMfXpWv7RuU+VGPwpAwdWXtjfpXLyTKNpMaYsdT3RkdiSD5iB6VOFv9i4rjYw4dZEUDUQTnO/uK6ZthlJo/4+kmsfAHGXPNjFxbm31QFuYpmIRSNPpnUfYV9D/jML2leV9WU0r/8AwvcH8bXnFbfjE9wbnwYqSC2uXSJmiu7eQJJbhgFkUENrVskY2Pofqb+PFtfasHQZGKipP+4pKeNAcZsdBmkDTsHjw3Q+lMEF8BU9v1pbGnnbUFLbnO1MIPi8UVxpaQYSBjKm2RrC4BI9gajObVh5Xzx9pdk33u6t401oUIY7HXIFycnpuf0r53687jzePX4J2wfEvjn7KuO3nje+urK0RxcyfeI7GAMAGbdyBgeXO4x617XyfRhePdedzfPZltsf2IeAn4Twi+u+MFYv4inLht5AVLKWBZiGOrOVA+Q96nn5MT48KM8Z/Z3we4hlnRGluBnkvZI4C428uokZ+leRy8sld/Hj4wLinAYhxCTht1Y3XkGgSyMPi6gkuMA+yit+Lm3Np5MIrPEOAScPlVbeNjbDzF2U4diTtqYAEj2r0OPPbjyxkfbv/DD41j8S+A4OD3/EJrnjfCZXt3S5yxEGxh0yhQGXSdIBYkaa0/tGTb5UNsrSswCAZJ6f7UdWcqucRj4vd3MF1w91WFDkkMQf2yD9RS1V9lks1vNAdzlsDJ/9VUibRE8ZC6iQG7mq6lsItpJISzNqz29am4ntxOHmHUFz5tyPnS6javcbhv4gfu1nzSxwSD/el1VKlvD0Ae1TmDlOesZ9frTkKpiSF4z5sEDfFXotgLuSNSFZSM/pWdPYOSRHjMcR1N0NKqiteIElVIomYBSSxXOPl1qsIWVV/wA33fOo41adO2cfKtP7SvHMcdRnIqbW0xKEjZx2O4o7Cw7yQ66jselAle+7KVHT0Pepgte5EKFcHp13oEj3l1YTp6mkenV5IJDnH+tXNIsdd4BGWiOAfKD7mjZaPWyuiAM+QaVyLQl2/MF+VHYaMXE0yRKYVBbOSvtSGiLadrhvMvLA+IGmQoIgGpVBOetTTrpQawx2NGzKabGMDIHekDX3yQhgQFPYdqmmXbzgAux2J3HWnKAnGeP2vC7KS6fGoDyKTjU3YfWsvo58eObrXi4blWL8X4/Nf3Mkt6HmuGzpTfC5Ix8hXx32fXeTJ9D8/wA8xniMR7eZixkDHGCpOrB64x8683zbt1qCodEK/wDKqItYAklPxnHbynp8q275Sf6s77+rTwO0QRlpYGBkOzvEZGLH557n1C16XzY7/Y5eW6/GleFuITWzraWSy38qlVMFuolEZzgFuWAFHqxOBX0HzZ2eSbeV9GMvtrXLCG7eJfvqgOOysTj67V7eEuvXk53/AKSYwgwQT7Zq2ZiXQ4IYYB7HpSqoiuI292ImaznCnB8jk6T8m6iubkxumvHp8/8A2hPd2vEDbyMy3LKGZFbUmlumxwf1r5P/ACNymWq+h+LGXHbLJkC5M+V3J0sgwcHB8w3rzOOO21I2NvDcOJmiBdBoWRjnUuM4b3HY4oA6NUtxyEtmnhc//b4LKD6qTuGx6U5/82WSTsuERyqz2cUoZSdcU2kSKfpsw+VdF+SWbjO8uv1auDcPuUEemASq3Ro9zn2G+9bcXy2/05uXmx/7TXFvCfEvENnFai3keIzRzSAgqrIjhiDrFfQ/DwXG7eVz8krRfs5+z3hPgLga8F4VbxwxJPNMWjBGvmyMyswYk5CkKflttXtWvMq96e30qacLXUrYO6460lOswyRncdqAQ2dv1oBk5CHfJ3qTNM5+h2oDkrswyu++AKAAu1HLYPjc5I7YFLK+HP1ivjhJbib7xGFihuGduWwAc+hPfoM/M14H+Qlr2PkZzxTgsd6RNOjBIfMnLOCz9AMenqf0rz+LLLH+3Tyccql8V4rxfw9dvHfzxymRS6xKQXUjtuNse1aZfRcrpjOCRBP4qu+IW8gS/CCUlIl86ZON8SKikYPescsrv10Y4TX4yvxTwviM94JS8nOVSsTTJzev8jr1z612/Py47Y8vGzniXB72McycZZTpEgYuoH16V6/FljZ48/kwrX/+GXxBLwPx3a2rShbDi2mxubYhmV2bJj6g6Crbh133x0JrbfrLr/q+90tBeQNDPgxkYwPQ1s5q8Y7Lhlvyo1zpGAvWlYcdguAU0gYPUg1Mp6EGJJ0ztkdauRNod4Zo2yCFC9BRotg5ZpklJBwx9elIFxSzyA5wc9TTOBvuyiXUJmVs5IHSpuKuw+My6Mkg+maBsPc4kGk4JO2aiqiHHDnhlMiSsUb8tTo9qxx9ml4iIk2KgK2rrvWmN0ig/uqc/HNGn+THfFHb01oUEbZyKnTcoZXAjbOe3TFEhCAZMDVVlYdBHUnt9KnqRSqmN+nYUtDbiomMx7H3NB7JaEbs24pAyHRBg4CA7fOjZ6LaaYoBEuST8R7UUjvPKBVZvP2oI1I+rD68P0x6Uj0SJkEmDICerE0tjR+K4TQCr/Onsup0zg/CwOdqm0adDDADNgAdDTlDzhAvXJO5p0T9ByzcpWBJx7HrWNvjXHHdZd4j4sOJ3rYlxbwEiLJ2zvnAPU18p/kPpyzy1/T3Pl4esQqiERO0ky5fYoAqjHqe/WvJ3N7d5CMsmvEUbKNgVVQc9Mavap/VVK8OlSMrb29vruHG6jfY98k/r2rbj3vxllf+2g+F7WO9ljt21X2psG3jfl2w0jfVJjVIRtsmAPWvpvg+fet+vK+vk1+Nx4DYW9nbKtvZW9rsPJaxKufmQBmvpOLjmM8mnh8nJllfViTZdXT16f6VsxJbLHY70AmQxKhMhCgbsWxj96m+KjOvGHjmw4MksUc76lzkIrF2I38ocaSD/Mdq8r7PsmEej8vyXOvnDi3FrrjPE5Z5S5aRi+WOevueu/pXxv0fRlyZ7fR8XFMMdIa5kaVlGDzIJCsqtISpDDdfqMEHNGF8KxN2SNcqPu9tpQDWWVsKq5wxYk4GKvDjuVT20mrW3gUkQ3LNqw7GBRhxnqXPUegArtx45PJ6xyzrWvBXgSKRlvr+1cMMGNJgcKRv0GNz6YNe98XxTW8o8j6vqu9Rq1tZpEoAUfTavYmEjzLnaflgV2G2dO+T/vWiN0WgwFB2b1FIPFsYNIE84ZP/AJ9aSobZyxBzudjiloFF8KNxnOKQNl8Ekbt1FLZmnYldJPTfHvTBsMzKSDjOBj+tOEYuFJUs2Bq6/L+2KWUKX1mPG+FfxLiJuwnNhAPJAyRgnrt2OMn6DpXlfTw9q9Hh5NRCNwKSSYxounl4ku3UErEMHSgwN3bbFc//ABbp03nULj32OyX0k12ZFtLYZaZdTNLJ1JJydCk+urb3rD/gXe5V36oxjiXAeLeFrlVjMHJaRi0cSiRuWchEMmwAx5jjauf6cOv66OK9le4tw294ivMaOK1AIYTrMhjXfB2ckjfpgVxcfLNujr4yjxLY3QkZ2t1FsraHvIcnJzjOF056bbV73y5zTzvowG+CEi4fxCCZNUxRkkFw2fK4dXUqQcbY23rrzyv65scNx+mfDLyC6sobu1zyJkSRNQwcMobBH1rtwy8efyY+jWiSUKzKM57dqq1Mc5SEMwTc+tKQzQQRaVXY981UpFTFThm79aVohvko3nfce43pbBvlJp1xjekrRPJRsiRce/rTGiSiICqt07DepokD8kczmasL6VPVW3pJIwvlGoL3pUM7nf71xG4uCRl5DpHqB0x9Kr+kn9K/eM98ZzjtjrWZptYJ5Dso+daTFufjsiGDORqouIOHT0HbpRDKjC4wvf160rU0guenp0p9tixw3ABGTg+vzrPatFx6XGAcjFMOOVzpONu9IOmRVGQB8/SnstGiVm8wxle9IWOFEAOpuu5HrSoDSRRYA3+fbeo2ZUMEQTKk/WnAejdVyqbkdKAfIVt5DuOgFIac0zSN5AOWKBpVPGd9fW1k8NrHI5mPKd4wScEbgbdPU15328lmOo7flwly9ZkLKYSnmssUgOC8gIOP8pJUV8zzYe7e7jZEjacP4cs3PuSTJ0yrDHTrnYb1zSYxVytEcQuOHRBLazTzHr0P1O4FGVx/oYyneFpfXEggtLV5oy340SL5mx01N8Kg+9bfPLllNM+SyRungTg/FIIPvXEfu1mjtpjtbOMOwVezSLnf5bV9p8WNmM/HgfZnLWnWciAaUYdugyfqTXrSvLqQGSu5ppcVMsc0gFvYWdCo6HoD6+prPOeNMf182/avexQXTW6qplOQZBuTgnue2f3r5D/KW9tPpf8AHzzbJvvE8X+LrSFxqV2BC5Xseh615HHxbehlkNHD45zHxKIjQdKz4Ozg9DvnofWu3+KSbc9zTfDuTetFYyMxjkcKIIFGvJOADqwCSTgZ6mr4p/JZizzvWbbz4Q8AcOtOTeyxyxTp5whkVmJK48x0Dp7V9L8vwYY+vF5/st8adawxQxhY4wu2DjH7mvVxkkebbdiS4RcLgE006LjGwJ6mgzu2CB1pAw7EZIGT3oBhUwTvnfIz29qFFbJgjoDmgOnoT07jPvU2GZyT0I3zSBLqxG579e4zTBLMBkgfCNs9BTKh5kV4yJjlWGNB7/P2p2JiLk4cinKbd26AfX/zpWWXHtpM6Zmt1ih+726jUWLZAAGW6s3vS6H3qM4h4atrqIG/LXgBDpblmVNQ+HUE6DPX2qcuNU5KyPx5wjiE1zK91JAU3fRpaCNAAAND6SdsY3rxvu4bZ69P5eVkPFuFGSOWO5uFdPy8lDMzZ6EFmUGvn5x4416k5N/jJ+O+ErK6eS64ddXcTN5caFVWzvggkjoO46128X2TD+mXLw7/AFWfDMPD7O8ksbqErPkgHmZDHGNYVBvvjb03r1ZzXPGack49bfoV9krw3/2e8Bu5JWkmNuULyHdnV2DEnqdwcnud+mK9X5t3Cb/Xk/RNZ1cGhKxZA6lsVvGJtGUIAw98/wBKNg2yCQnX8PUUg4I4wp6HHrSoDgq4YZwKRx3AVfLjHrQo2wdgNTb+1OAwQI3ydz+tRQHnE5ywxg9FqVSIi/up4LS4kdNJVSFHqaRqVazp96jicbnLyD+XfpV/0lKcz8bGd8dfr6Y9KWvCWJtW2ltJ9KrdbadyMYYkn+YUX0zQOWIDDP5akyyoyN/N0OKVIoxKMZ2+dI3mSJh0yMfvTpmxGFXHRc/71Oie5IfzZOaNGbaGR846dt6RECB40Kk47jHrQCliwACfrT8M3qzkH5CoyMgh2byDcADFG0nUik2IOG/MM7UgWYyW8xznv6Uz27PPHZwO7voUdWJ2Axnes88us2eMtrMOOcS/il40sJ1KDy4CSRhd9wMdT1r5v7PpuV8e18/H1nqOVL+AsrtJ5wRiSQsMdM75/pXlZd9uzwhYUkjbneeVTjKxBRkd+2cVllGuJpLG7uG1ReVQQpmlKjA6bdNh7VE98VtJ2EV3LcRcLW8w87BEdQXBJ6AKdIOe29dnyy5ZzGOfmyklr6C8F+B+GcLC3KW3JvmADzSsS59h5jgfICvt/k+THCf+vmvo+i5XTR7e3WFQFGff/wB16MjionJ/MMU0unRpz0HqanZxE8e4glrZSES8skYLoCxA9QAD0+Vc/LlqNuLHdfL/AI1mtLjikptl1ICxRpFzI+Tucnc718Z9+fbPx9P8k1ioBuGkJhnAKKxC+ViVYjAG23+Wufgxv435KL4dhVkhLOiKXCKqBWRhpJVgRjI69K7Lx3TCZTbQvsp4MOK+JzcTIgseGxmWVugM8hCIo3wSV1H2rt/xXzb5N3+nJ/kObrhqf2+l7SIKi7AAdF/vX1Uj563Y7UqjAyT2AqicRSzaiN+2d6ANCeXY/rS2HMAHT3FMjL537GgB2mA3JAP9aD0Ge4BGld3BwV6Uj0VrJiyeq4JHyqdgLNdaGCgHcA7UjNPxS1t2jWSRUE7iOPJ3Zz0UD12pjR95SxKA4x3qisd0Kza2Go9QM7UJhMqF8ZGcb+lI9hZBHq1MQz/5ego0Ngb2ZoYmkSMsuD5dJOfoMn9qnKqxZf4l8RcPkm+63iSDIJMMlvIi56DDltYz0yFrzPo5sd6sd/Dx2Riviq44PZBZbK0VLjWTJDeXkpAHTKlcZz/mrw+XHin5i9PjyyrNOJ+JZZUkjt4rS1foHitvNqH84lZs+21c/Hyzeurr/j3FPsvFHGPvLJc8VNwFcBPwUgZP5QQigdDivSmdutf6uW8cj7i+wCSLiX2ecPumVHmkkm1ThhIzEPpLE48vToP9a9z5N9Jt4v1T/etTuIQqaR8I2G37fWunTlqNuYiudG2ML7dcmgGS42U7NRszE40HKMSe4qbThlbaQ+c7fzA9KUGywsOyn4vQbYph2VlQZAJPtQZlVGks27N0z1paG3DFqGGOMdKNFtXPFeleHCPQGeSRVHqOpz+1GhtSYVjWaTMgEh6JtnHrU6PYj7wOZp31Y0asd8U9eJ/tYis7+ZT5x0Gau6b7FRK5iw2zHY53xmlQ8sYjyC3SlrY275tAdD8qmw9vBZmOW+Go0p54nK4BwT0NFBPnQBH3boSKkzKRThz5i3tT0BS86NemW64osJwq7gFvL8qkbD4IJTG3TPypaGyEtmPwkjVkqDT0eyjDIGBBw3Q+lLSYei2UhkywO2OlBvM5ik3QBSMilQrPjC/jNslv8LSnygeg6k1533cmsXb8uG6oC3UMchWEhJPyld/rivmc8t17WOHgyG8CDz3MhYk+Xlrv26EZrnudayBFvpHlMaPy0D6Vacaif+kKRt9aiZ/1FWaGmzvrhUVLgDIxI4B0j0IDDff3row4bfxn20v/ANn3hi0sbkXE1tdXl25GmSeMqgG24JPmyfXb2r6H/FfJMLvV28n7ue2abxw6zlREdFUDAxuB2xsFGP3r6fCePCzvqZSPC4PX0FWzKzvg5+tSenGOnYnzdl7mlVKp40vk4dwi4vZhGrop5KyEkaugYKvxEZ/viuP685jhbXV8uNuWnyxxjjQmu5Zr+VpzIWMoWPYjrjIGwHtXxXJzbyu31HHx6niCuOJJNJByESPUdMcYUYk6YXzjAaunhu2fJJFk4Sbzipju7FueTpiubcx6ZDy/KQNvjXBGPbavQxlrjysjZ/AvAbvhs4lbH8P08yMts5Y9OZnfPfGMCvZ+Ti6zx5X1cm60+3kkc5OyflGNz869CfjhowOoH9DTLQqEoR796YowdOppAlienf1pkGm1b5796DRNxK0TYYH/ACn0pKiNW7VpGPwuW0n3C4Az86na+p+W6yruM5IwR7VKephpOboxnTpwx9D2pjSD4tDBePbqXP8Ay9zHdb9QYzkgfPpT00mG0vbXonl0jfGNR23FOIyw0mAzOo0Np29DVMqba3kIIlJI64G1Igs0c+k8pQoPrRTiJm4jxK31RyxLHGp2bJORjuPescttMdKX4i8RcPt2YcTfVEwIEUtuNs9QC4ycemK5eST+46uOsW8TngkkT8QteK2OiUsoLQi1VdP5HcKyAgfLNeRz/PMvZdO7i5LP18+cWMi8SlFpJYzxyFixiM82s5yfMVCjHyrknFjJ+u3Dn2g7i2uHlDiJcOvJaP4Vw2Ngy74/Nmujizxl9PObj7Q/4aWSx8Iw2Cmf7xzGZ1LDQCSeilmx5QuegJzgV73z542ePD+vG9n0AUZsE7k9AO3610uJG8QUaSo8qJnJ/wBKDV+acbiQ4bOx7gelZ26VDH3zS2dRIFT2Vo+vFESPLdT2NOUtBpOIxtgqMN3pWiYkC/lUnDg59aVqtER8UcOTJ5mPaiZDT11xOJApIJY9hVXJOlT8ScUM0kcJCpHECzb7kt/alMjmKqXNw0MTzSKCVBYEDf2rQqZ+8/i/eMtydGr64znFHqf7al92iZvKd87juaW2zqQx5IOdzgH3oDnLh8yadz2Jpla81qY48RgBR+X2oEpluachfotFitkKZTgEHV2xWdiocWIv/iZAPc9qNFs6VgRcFun/AKquqbkZLx5IMqoFPT2pddjsS19ZpIIlYsSQBt3NP+Op7iRGjZ14DfTpU9T7ErHjOlgcbLmq6lcjipblP84+If1o6l2E2tvaMSpOSQTR/GLyE3SQwIXCgovxattqx5MdRph7WMeJuKS8RuZXilWFCxEAZd9Gcj03NfM/Zzdsq975uPrIi7FJ7Rk5shDsNYbIC7e2CDXkXz9d+9pAzLLqfmJq/NhWYnbsayvqoatvxJjyfKxBU6QFO4wRuM5p8WN/6GVXnw34av7yQyXcLpFjyyTtiRsHqAzBsemwr3vi+PLL3Kaef9HPJ5K2Xwvw+Gzi+7tG5OQF5pzgAfl1Mxx9a+l+fjmM08Ln5LauEMKoMINOe+Sf611xy0VoEYyx+dCTTkZ2BPXzf3qao27FASmSw6ZAP9ammzP7RCJrZluZGAAI1R4LsRvp6AKPr0ryv8h7h69L4v8A9MB4mOFQy6ZYdc2M5Lhdjtuq5z+tfL5zGV7+MysVe4uws7Nw21gSJTiSSGPWwPdvxdRGD02rp4s/+meeH/a4cG4jc3NtGLy9la6QKWuwdKSopxzMJpUEjZhgb12zOua4Rt32cX817YGOQZhhYKj9SAOzDrnv717vx52x432YarSIlCoD2P613OIotjJxsvQUAVDIwVQep3x6+5oFGq+wwMnHQUyeySdtvegEuMj5fWg4hONpItuzrgEbihphPVFTxBZDiH3CWUR3mrSIn2LH2zU2O/8Ag/12lpboop0kBDjUPpUMOmq8l8DGcPsANu4NPZTD1QOPfaFwy2443h6xjlvuLppM8VuuVi1jIEjdic9Bk1Xr0OH5Lce1/F98L2splU3IKzPGrTDPwsd8b+lVI4foxk/F1IjjGNycU3FQzyGRsMhA7GgjUoIOcjBH1qaAkqqy7KDq2zjJpGofjK8seH25HFsm1+IkRZBXOCckaQRnfJFZ5SKxfNX2k+Ibm3LXXhbxDZcT4U7aZ7C4htpblJMeU8wAqcflyqnP5mri5sf+q7OK3frKE4xfTTB+I8PsJLqQiTny2sEbkg7amTGr2yPSvK5c+sssj0eLApZrW4mH37hQheQadVuWhUjsQrFlOKwwywv9OjrX1V9gdm0nD3vo5Gi4bjSkbAamkQ7tn0309M/SvY+H2bn48r7fK3bnBI9t89+/zr1HnVDcQnkJ1SbRKfKh/Mf9qVCInt8MZJl05wTnsP8AztUWRUBGKNmyDgenvWelhJShcqWCnse1TTMSpFFhmlxkjcUjIJhDDz5FUZ8aQCY8NJjbJ70isDz3LQxNJMVXSM7+3pStPShXV9JcXbkKC3xM/wA98fUUY30WeGl504Lu6l8aTEfQHueldDGucoa9OpdPX4e/zpbS0OKUs4MTZXt/vT032LZmOxGD/SnopS4DHuzb5OPejRU7qEYI3OTsKnZyGCYyxIHmPap7KclSRht5c7YFTaezawYyCzEZyS1BWmbmaFvwosM/c9K1xjO0CISgZpk1HOFJq2ddilgQkEZfrvvj5UyOvxCBDpJZlxvgftmjoOxFtxKNA8saFlcEKhHw470+hdhsXFFEbs65LdCf7U5iXY3BxOaMsFiDgjCn506W0H4k4xLHBymd1klBGM4AB2ryf8jzzDHX/b0/h4bldqolsZ0BQpqOc6Qrn66hXyud3Xv4zQW5itbeQJJpWT0A3I9QABXLnI1xSEXJlQosbMuNI5mS3ptnHWqln/RXY+zmg4aPwUKzHf8ACAVhjO5kPTH+WurhzmP5GectaP4M4JccUiF7cRgIxBibDu3/AHzHTn/pr6P4ePLLHdeN9ecl1GpcL4ZDZR6U5rZ3Imk17+2MAfQV62GEjzM8tpMKc42xWiNlMGxggEDvSJxSp279Md/1xSUbmby6SdvWpsNmP2nXFvZ2cbQxLcXmGWFCoZVz+Zgdjvv03xivI/yeUmH/AK9H4ZvJ87cV4cJBJLcmVpySzohVQCNyGwM/QV8hlhd+vo8MlJ4jeSQ3kZY6p4/NGkb6CN/hYjPlrTjy1Szkq+eH70Pw6OQxNA6kiVWYNpPcKyk9Ce/Y5r1scvHHlPWsfZnxWeK8ubK6kQRM2pE0Krs2AMllA1eXGc9K9b/H8l9jzPuwbPDKDHqxvjYV7EeSXKR+GBsOpoM9FIurUenegHxeKSUHw9Sf7mjY0fSUHuB8jmqhU4dx18vvTLYW6gW5iaIkgMCM/wBqNKxrPuPeD+FcTY/xCEm4XCmeJijnQfLkr6USPQ4/osmjcls9vbMC7SaerMck4HessoXbdCWJa5ttZ1KDnynapxitaG8I8PWNrM01raxi4kJaW4CLzGY7+ZsZNdEhZc91pc+G2UVlG0jACaTqT6dhScfJlsa7IN23B9TtRWWzbaPyr+5oIHMNRyDpHekIDk5Y+M7dehFTTQPiC0ub61kt7edTazqVkVzhkONmRsEEg74YUfpR8bfaj9mfiQXD3tz4cn4rdCRmU8JvLgBgSAVePlE9s6YxjvmsM8I6OPP1k9txG64WWtJOB3FgwkKiPiME6OuDjBaVFOB8q8L6uG9nscPJNCuDvd8W4kLaFGljbHMeMM+BnJwg3O5x61jx8Nxum2XLNPuT7MeFGw4VbSzoY1VcQ2xXlKnvy+ufdiTXvfLx9cXi/TnvJpWolevmPtnA9TXZHIFnW2iXnzDU6jC6t/0H+tFNV+J3byN5vKWGqKHO5z+Y1llV4odS8ZYSAgncHt86x200EuZ0yFY4J/MOtLatOBrOWMZ1MRsc0bKx5Fs4zqMh36J2p7IzLK8hPJcJjpqFFpq3x2aSKJRI4MzNhAN/nsaiw0SFVrWS58wPXB26bbCiRNpmGR+UoGVYgMqt3J2/3rfG7ZZQ5zZNWjPn051/5umc0/7H9NIitRCfISB1A7VbWCoohLsWI7ZzS2NHHtlRRpzhPh+frStKQmFS2ELE9aja5C+WVcnBx6mjRWkG7h1FAcOu4pzAtmHu45yYzNy2ArSYM8sjccNsBjqc/H6n1rTqg5LJbqNTNqZdkHbNKQbQIv7VJJBLKFkzgBwa00mmRfWWTIJ9eN3iG3ttmhFSHCrmwvl0xk6ezSYAHriintNrwuxlC6ZtcncIKm05DlwvDrGMvJgtGuQnc49+grPlz6za+PDtdMq47xGW9vpLhACuolQxyF9F6dq+Q+/6LllX0nycXXFFPM0qHBV8DzIoGSD79f2rxs7a9CSDLdYlixFAFuOpbf8Ac5zVYfh0XbiWRGJjk5w285Cqo+eT+5q5jameJTw3acvikNxeJbXZDeRhcJhN9iU1rq+uR7Zr0vh4JjnvLVc3053r543jgVz98iHJlhbSNykwkxjbcZJFfV8OUv4+d5cbL6tVvGsa4Y5/pmupzCGkBxjAHbNBFK7HuPmN6QdaNXIJ29SKBsmXCr5gDkbd6nJUrKPtFu7W2H3hw33gAiCGPA3xjUSRtivF/wAllJHq/DjbWC8StjxJ3mnJDruIQdMZ/wCo9W+f7V8xlrL9e7PFAuEc3wjtY35MTb8hFmTIPXTvsOlacXFBnVz4PoEYLxmAzKFkXDJuBgZX+hFb4Z6/WGtr14KvIuHcVtI+JsDISwtblhuFx8BPQE+p/XfFet8PJNuH7OPeLduG3P3g6dQAGC69xncAj5V7uNeHYkXl3J6noAf2rSpjkcgCsM+xbPfvS2Z20UM2/Tsf96IEgjqpwnQd6ojvNXZmAyOlURDyN1yEHy/0oASVoJRpbDnucZoaTLSv8SsI5pOUXCwSZHpg4NKtseQJbcGgsXEUP4kfRnYkkHNLqLy7WC3ZLdAoA1gYJH9TVRllkde5UgBjsRsx9aGdLjnTHmIb2NInJLnbC+X+lBBJWkOS2M+o6GlVRGzSSZZXXGdgQcf1zWdNW+LXht0kSSHmWjjTMgPmIOxK6e/6UEwz7UuFWsrx81+LQWACyWvHeF3eloGIPlkBGoJ8/wDuBrHm5Os214pusr4uscljLFxj7Sr0WciiFhHaXMrKuP8A8qQvOzZ7sCPc1595MM/7d/W/1A32beDnTiwn4Px6xveHRTDQ4S6t5SVxuUuIviJ/NqIqe2Ny1Gkysx9j7R8OW8lrbRc5tRVRuDnoO53Jr1eOajzOS7qwi57RoCx6Fjt+lbMkfdvHljctzJAP8Mbn2zjYDPaptOKzf3QMrMqZYneUnJHz9PrWGeTXFFyGR8MW1delZ31cMm2WZgzZwf0qdKOx2a8th0Y5I9N6vXiaGXht0z51Ky/y9KJiDrWcig85VVPUUaDO/GF+kd1JHbeZbZcaj/M3XNZXL/Y4F4fePcwLEWAIwdW2CPQDrWuN2ipuOyjlYLo1PscD/atfwqc+6PnThdXw474zjFG/SaOShXSWxjpnvT9W8rRKfUdOmBU2VWzgUhSCcj07UJtMyxZGUJU9dtv3okG0bMXVy7MwYHpkkVrjEZXQK8uWjdWydXdV6n2rSaRs7EEmAxDqVxk5G9OpNNZyc0zkMEUYILbU9lo1LdEgIozpO2MDBFGkhZkl+KYCQg6gwAK57U4oI0dlqZmiBuGyGU7AZ9qe0vRcLnIjuo0YaNoxnFTaY5eOcRttUawodsEkYJPpkdaNCh+Lcdd7MWdwpSaU6n0DOnuF3/evI/yX1Y4TT0fh4LbtWpIbOTQgdOfJ+Ty7+uAu5r5TkzlyfQYSyFRcGsyhIuhbLj4VAQN8y+9ZTCWq70tuGm2izFxEvJJlo9JIUAHbYAA7+tPLDrP1Uy3/AEVb8MluNEU13ES5zypgUz/0yZ0jf1q+Hi3/AGWeev6aB4Z8M8PtCv8AEhCJHOElmTmxHJ7YVRv86974/lxmLy/q57/TW+DWUFnFGkMUS4GC0cIjBx6adq93iw1HjcnJcqn0ER2G2NuhrdidAiGQTv6kUAoRJjKnP/ntSBekjo2B6E0AFfSPHEzMOxAPXpv2qcqvFjPja1a6nPOyseppFQEM74G7P6YHQdK+d/yE29r47JGU8btZBFKY/J5CA7Yx+2e9fPcmPr2MKze4ga3uTGrrGIzy4wwzkkbtt3z+1VxXQyWbg1xxDlGO+XbThJrd9YfvsH79xvvW2P8A9Z2T+lt4ZFKjxzTB7+GMqQ8Qy4AOcOqgEe/evQ+X/W/9ufm9mm1eE+IC8sxOC/NYkssg0nbbpgfvX0fFl2x2+e5sdVaNRx13A3JreVhDRfyaVOTnqemaKZ6OdYhuSV6emT3/AN6UoFRXLPjfSOgHaqlKiBMqnOfMdgveqlLRDu77sRp9D/emEfd3XKGpDnJwQNge23ehUDuRLhS2nOMH5daFBIbgNd3UOD+Fo3J66hkYp7Bc1yVIIYkb746H0IpGeju4wAG8qnYA/DmmzohbhD+mPl86RacaVmzy29sGls9GmuJE6n2Kn2qdgzJPCwJbqNjjt9Kimr/GLXUjPEc7FkAPX1G9Bsz45+JbyW0SRNfAM1s33hUaRvzIF8u7Dt61hy5TTbix9fPPFuEH+JSfdkEkjt+MsTSGMEflAZiAPlXzvPqX/V7fFJpsf2Z+GDPy7q+t1iKYKpoI1epOMqd67vh4t3dcf1cuvI3uwtnChUIVB0CjpXuyPJt2kT+Go1hSCOwINMkTxO5EceojQCPhxgt22U7/AFqMqqRWjdxTsUC6WHT3rG+tpCxEuNwAB2ApFsK6SFvImF7b96Vi9kGO6YY222OP9aNDZUVvIBly2e9OERcTJBFJO+THGrM2fRRk1GQfP/HuMPcSzyu4MkjFye2ScgDftUYzd2rWj/BpJJZoLiBvw9WhmJxjA6Vpiirzb3h54CNkN8ag75HQbVp/adntcvN0+3Tf4s569cU/7DSSoZck7+lXtRIBOABsP6UGVlwdKnA996VIsI6kjOrPUmnIRO4DJpGR6+tG9F+ufdo5JBIVAbHmFOZIsdlZ4lIhiXUBscVcu02IG7n4rcEoIsBdthsauBGvb3sbFZbEkHcH0z6fKntIJYeMMeSoIjJyEb07daek2nW4HxLUtw27noPXFGz0K5V1p5U5Kt3OdI29ae0wgWwiV7wyghAfKWzg9Bke1Yc/JMcW/Dh2yVribzz5uWuCJnOwVdSr75IA/evjfs5f5Mr6+m+bCYzQEW0a4YmWW62KsFYnJ7nAArycsbt17FwxSsvMkLh1BBXB+XVga1whDoppGuFiuubqbAjQQs+dsDdSK0stLcWPh/Cp4ZEaad7KNsYkmEbFsdMRDU2d+m1dvz8N/wDjn5eVpHhuOyhwI8yPjzTyxGNT22CgCvovlxxkeN9Fq/WZikjBUKAQATGfKcfpXpz8cFGrhfTA9P8AamksKuNtwO/SgbeCa8FfKQdiKRH11Yx1oAO7TmEg4Y42WlYcqieIuBffXdeXjOOYQxYs2xUHGwxXnfT8s5Hdw83Vlnifw69vGyup57qck9FA7AD6V4P0/J1evwfRtiPF7P73xaUB+XHA2NYALFu+M7bdK8yf9PQv4muFryVQpKsYYDAdcq467qw/eiZSM+qwQTAyIIo0Ezts8W7avbOf0ru4M2XJj41nwhcR20OmS55/EBs+RgoP5cDAOPX6V9L89/1eD9GP+y5x3MjL5QXzgjHpXVK49FCUgaX2xvjv8qYe57EqSOg/r2pBx74xSctcGXouOi+ppbPR+0ncnzEl26H0Hc+1XE0ZI7MukbjuTtt71pCckgEiDqpxkn0xTEqOV4Y2IU7qDu3X1JoaRFDicEfGzbSFQ9xErageukn/AEFCpBE90okbuVGTpwcgdR+lCRKzQyw5LK8TAbMMHf1/pTZ07Fy1I0tnGxBOdunWpI9pVSWU/KkZiedQMnbHUVFoRc0ysWUHLYBA6EioqkJdXbLpy2eWcke3elaelK41wCw4pefenjcXkJ1wlWIBK9wOmawzwmTbjz0rr+HLa44gzwQFZZG1u0fUE/EDnNcl+bG11/z3TTPD3D04dCiRjBPfrmvQ4uOYxw8udtW6GeUKNOAOhYf2rolYuSX9upbMiFj0KnJJ/YUrRpB8QZpSWBOG7tj9BjNZ5NMEPhEk1NgEHr7Vk1F/eGwAgyp6DFCSY1neU6wAMbb70DZ9Y449mUepOd6ZbLVhJnSAUHXBqpC2pn2k8Si4T4WuWDHnTOkEWTv5jk9PRQax5PxeHtfPay/eJDldTyeVWx0+ftWUrfKeJXhetbTlqxKcw4j1D13x7/OtJWWUT1pxWNLmNWJ1HGlicYI6gn2q9s9J77y3+Lr82OZjHlz16+nal2Nr5ltk1cx8Ad/n2rq6i1xeW76EIw2+rP6UrBtybMIAU5Ge5HWlINhmLSYeRygznI6fKqqdjIrq0Y4DrzMdyM/OlcSlPLkr5d/XHejZuxoxJyACDS2NHRhQA+Bnp6mq2VxNfdWlydOqL8pxuKNpCPaskp5kYEa/DkfpWkyRYbneGCSPyNI5Bzp7Y9aBo2lrLITpj0o27c3BG/tS0FV8XRNw8RwxMpW5PmxsBj13ryP8tz9cNPT/AMfx7y2rkg5y45mkE+QxkMxI9xtXy1u493HwqO0uGdOdzlQn/K+R752/Sp6Wq2k+ZfwOOXLy1A0sOWTjPYkg4qtWF4kYuK8QjhVjFGpwFaSR1GR8wFrXHPJFwlSXDrp7iVWlt40LAf8ANRNpYA98jUP2rq4srv2MOWaaX4d4ZwmH/mBMZbk41STeZjsOhPvX0XzcUxjx+fk2u8CZUEY6bDpXoOOiFG2SOnbG9NJ4YxjSQB3FAKHlO24xSpHQc70GRKoKksNu+n/WgI2a3h5bBzhe+3frRZuH29Zn41sohCTCp5sx5UaKBnGckn0615X28O49H5OTVfOfF+GSwX6LjCgFj0yD1H6nOK+Y5eLq93DOWExcOmWRWlkBdzkRtv7Y371ydPWsy8T/AA9bSwO0Qa4Q7ZGdJG+QD+au/wCfLGVjyexdeCeMuGhhY3P3iC9jGfOvkdsZ0hlDfXb9a975/oxvjyOfhv6v/DbxL62UwXKFSCSqMGCk+64r0sctx52U1R8SSICCdW+2MDNWzOs4AVugGetLZogzF40mTYykEEHsN+9Z/wBqTdi40Bz1Oe/YbCtcUUY90kOA25O5P/nyrXaUXe8fWMBN9D58w7KO+1HYaUPi3jKztXLSTNC0mtsOrY6bAYHapyybceO2B+Lvta45NxO0uPDkDutsW1mYY5gb8pX8ozmuPPnu3pcfySz1b+G/bJdNbma54dKlzIDmEvsGJA2JAPSrx56z5fk6rzwzj3iXiyTSLAtvZNpCI3mZxjzb7d63mW3n5YaW2wmuLaJQ7t+pOKLUpSHi6kkSHBHftS7Foh73mFgDtg6fmKm0aRUl1IsyOMk53+QHrWe1aMSjnTFlOF1EjP8AmG4HtVCBJ7FWbVJpDHchSQD/AFFLSj9tbJH8MarIcHWoGT86JiXZM2aoxALYfO471pE2jJYyB/jImMfGDiq2SOll5TEF1kY79cj6Eb0jhgiRl3XTnbC7VnZVGecInKOm42Bxmp9U7pU+fJGfWgzM8r64yv8AhscYWl+h2WTTGCIi2ncafSj0ahn7+0O0MJKgeZBjf605SsmmE/bz4paXiPC+DIeSIENzPFnILOcDURgDAHQ+tc/L7XTwY+MuivriRIbnBWN2CsewBGADURWUWHh8tusUgfJeQl/8oB22yf6VUrPKJCzvkt0RAqtKx0qoIYFem571f6z0n/4rafw/7vrPMxjRt16fPrS0em5x2mk6Wcb7nIJr0WInlugJQZbbBG2KVpuOHLB3TVpAKKT0IPrS0BIgLAGTBBH/AJtRU6dW0hjOUjTXj42G9HpDI1dYwFAYnuO3rU2HKSWkVtYHw7MTU1YG/uoEEbtJl84QdNRHbenImk2FxdfDcNghvJjrjttV2I2LubYXbKZGcqN8ZwPaiCmZbYlgrozwgY3O4+tVKQbku8xCczSoITWM749Kds0Ul2oPia6++3rJMAfuo5QIOBkHJOO3yr5b/KcvfOz+o9/4OLrNoqAXLQYhaJI2J1SqdyD2AxsK8Sb/AB6UdnaXh34zXCoV2yAcfrnf6U7Nf2qTYy18QpGNRuZLlGGZSmliM9PK3mp/yWFcDkdxcX06PBZW2lsYMgdXHfJAcb1px57v4WWM0ufCeIW1rLHA/B+axBH30SNpRj//AFlTtn82uvX4OXCf08/nxyrReG8VtxKsV1Yhdh5/Ltn0wTmvZ4eTfmnl8uC5W0kDxgwnyjoprujkoxCjbBhn0zvTSUAO5+tAd3Xc7jvigFqQNxt6+lAeZsjr0oAZ8P1oNXOL8OW4k8i/4aNhvRmGAfpWHJhuNcM9V82faNYracQgjgbGpdRAxtrkbA+igda+W/yEmNfQfHbcUFDcJDgW2TcDYY8xxjoMn0615N5P+nbMUpwtprqYvKVjWEamblBgPRdjk74zuK6vnk/WfJLEzw+LgZkJuGu7nO+qxt9EmonYjXIVP/b9K9Pgzw24+Xv/AE0PgNxwmOIR2FtcpOuFZbhUVifUlDoUn6V7XFnNePK5sLtZYrmSQLzYhDIei5VzgepUkV0uWlyGJwydXO5OP9aCDG3hKBYvgTYY9ulLR7K5vJVFxv6D3OO9KUgnFLs6ii7OwOMdwMdKdoRryKFGv8u3yzUzIwV3wrh3EkMd5AskPow6fKn+nMrFWu/sw8MPK5jMluGyW0FTse3mBNRlx4ujH6sodsvBXhPhkyzLEbiZMaJLhg+MewAGfpUyYwZ8+WSwxzW6+RCFwcYAwB6Vczc9lp4TK6EaskY2+VFyHU25AGob47+tSHopDgADHU4P70th51dtLaTnuQacDnJlb4hkdCauQtlrEfT9M7fQmnINjLe3LHGcH3qpC2NEA0+dR5eg6H9+tPRBbqR0TTFNpOd0elQG4cBpaRlwckEYAIP0FOQDlY4whweposBGAdSuMse5FLR7MPayadkGo/DmpyxVMi0t5I1zcctMdMmnjgVyA3F1HDG0jTw6d8kHBFX0RcldfjkSyvhNaAfGGABHXvU3DSpnXyh474m/GvFHEOJy4cySMsahtR0gkIBgk4AA715+f69Thn+qF4bKyu4kc6Y11MCQfN0xg561mjNN2lzpiLYZkIGz6fJg7fD0AqpWNtSUF9EJoxIRIkZB8oKgHHXpvj261pvQ6i/4k3O5vM/Gxp6L0/vilstV9YFdI/CJJPZv716VYHY7Z/8AEZsse1Itk61VDnAYkj1IFPRbI+8TajbxlHbGSAfMB8qei2K+6sXTLE5xq3wcU7UpGMpACIgTvvms7Vz8KZ8oQY853JFScrkMCP8A4kQwvwMQD/XpRsPfdVMmoLpx0+dO5Fo7okQAFSRn0/1pwUPP+GCxIRPfrVRKIubxodWJeaSNKKNsH1yKeU8GN9Y5xUzvxe5Eil+XIwUrnTkHO+Bk718b9uF/lr6f5cv9YMtGd4ydSaBuUGobntjY15949OmfpUtsS4d0Mob4RsRnHpg1Fxq4chtFRszQRkjAKlSCcdM4IBpzL/wX1IlbJ4jJDzIbhPN5A7DPbYYAraWWI9SXDnv7uWOOxuzBcgjVA+UVs9wcMBv2O3vXT8+FyvlYctk/Wo+HU8QJFHHfyqQCQ0EscWDjphk9vf517/y4cs//AFXkc+WP9LzaRkJqZOU/oD5fpua9XH8efl+jNKjAbAJ6Y2NWg6uwGCW+fb60A6sg9Cre/egnWIIz0NANsW7jPuKAYMunI0n/AM+VLZh5iJIWyvXPbFTkqfr53+1PhUkt6J41ZQiYkYYwVyEGCN852r5j/J8Vyye98PJJGbwWyDBlfRjzcob5Hv8ASvAyw9erKcF4rQmHmF4ywBgiOkYXfDP0HXfApYZdf7FiY4bxRf8A7azjRR/+TlMNRPoWyCevrXfwc2745+TjXfw/xJ45hHPylhTGtBG0hTGTuyNjJHbrXvfPzXenl8/GvthxuS6iEsVg9tHp1Fp8I2Ox04OK9LDklednx08/ELMxnnSxkn+U6gSdx1xnber3GfWvJM5XMShIuxJ3NMtEGJpACW1spzkdjS0PDFxEpOepzt8zRYAcygDSd81OtGZclYic99zmp2Efca3yScEYyPnU5ZVUAyQ569wRk/rWatEorLgnvuaAOTSWz0yM4659aclIVEwZtDYV/wAvvWkTRUKROcDYjoaqRNOaDGxBAweh6A1pMUnQvqvzx/eqgEx250g6Vcdu+KZHEj0tgx6D12/0NI3SxAZZNgp3b/WjZoriE0cqtEUBYDUOuceqn+oqSNW2sQrjAyO/+laSA84L4YEhR/L609FszJNcGVNCBFB3Ynr+lExLZ5ri5BxNIojwNif6GnYXYNdRzXkRVJVyw2LNt9aIVqpcT4MyP5HCkdSrbfvVwKzxkpw/g13dTNpZVMaliMBm8o2FY8+Wo14cd18vTXmuWe4tyEtzKyGQZySvbVtivKuXr18ZqGop1igFs7HWTqkK4JY9v0q5JWOZ+2nAhkxJqIz5SN8+u1FjKz1KWd9NYw/eJSuZVCtjqAfVW23oqi/4mNer7sPuvy/J+vr3pJfXD3EyurKX8v8ALv8AtXr6cqSiuNcZdZWEmNi3+mKE1yNkcCMzEA/FgdSP3pkcsWhiudSRNNJ0L4GcdhmlS2sazxD8uGPUONh7VFitlSXNsg8zBR18oJz7UtHsweK2URYMrDvnBOaOqdmhxmB3CRxOucY1LgVUwHYy8/Ez/g4KltgVI2+eacxibkAuR4jU6fvAQKc+U+bHp0q+sTcqAlkurmNVkmZnQgaAevuaNFuvXNubaLNzJl0GoDI2rPky1GuGO6zm8uUlvZyutZncnyBlz7bCvjvqz3yV9N8+GsIct7PiEyauYImzkhwwBAH+Yr+tcljo2mbazSKEvdRRzZxvzxn9NxtRqF2AXkZEpaLDqx2TmjUP+1SaxzkaYpHh93bpiN4tUw+KMSMAdupZlH9K04sonKD4FlU84XS2sQO/IZmcj0yQDXVx2z8YZ2VdfDHGJp1NvBetIV2IYSmdQPZ8lhj2r2/k5dvN+jjjReGtI8I0za/5mcHP74r18L48zKepqLmlcNpY+39jWjOnFKE4J0t6Yx/WjZFkY9NvXakChg7HYnpjNAdaEkeU4Pqd6AHktZjn8XH6UoezUkQSFk6tg7n3FOiM5+0Dg2vht7KRsliZDtnzRszD968v7eKXC3/x6HycmspHzddQyuGWEkufIexI7718fzTWT6PjvjjQpyIoIh5FGPKBuTWEm4u3VSXDp04OhM+iKNt9A/xZWHXP8qjYE9u1bcGd4/ajLHskl8U8UisWlTTbRSuYbOGIBQF2LtsCdzgb7/rXo4/ZlMdubLhmzFsl9xGYXXEVeQZ5kjXTvIx077BiQoHY4FdHDzZZ3dYcnHP6Wuz4itqGuMxJK2xuZACqDGfw0ORn0r0p9Mn448uDa18N4hJdwrI8jshAfWw8+PVs4A27V14cu45OTj0k5eKMICUj0rnYnH747mte7HqbhluCAXOdtydtz/tTx2WnCu5kfYdB/wCqdhBJNTYXBwfN+tTYJTUgIkO/l3wKmxUoWZNJCn8wINRo9m2HlXI6bdOoPal+UxFuhLFD26fOrlTT5tyScemCP9apOz6xthWBOc7+uavGENgmU6re4OCR5TjbarSKijKsA26n8wO31xVSCnxG8ByM8s74I3FMjhbUATuw3B9ammEuJDjV0I9D2pHFevZTLPGgbS+Rv0B9qnQSkMbYwrKwHXpWkIt5fuqYkjLBv5BmlbRoJLLG0T/hTZJ8qhd6Ow0bimLY12zY7mUjI+lEzo0flvEhXyKH9Ix1NTlnRJEJfzCfTLySrr1R/f5U5ndH12w37afFFvbW8XDuHkARlnn6aS+MAfTJrk5ubfju+bh/t87C9kHmijHJZmfSDuD3wP6Vh1deUNRyusKyLlnlJ8uPMADsSB1NVGdxPx3mmKLlglpHJU7g7jBNa7lYZRISOZI4FSVhMFyceU9e4NKyEd/jEOOT5s5+Lb+2P3qegffMdhGqh5bfIHbOCfnXp7cdp9bdgNbwqqewGwplsNI7ysVWAJCDswxkjG+RTImM6S3KVtOeo3+lBO2ckM0zl2KONhqz0+tAOOpZZAlxrZDuoXpRorTVu12z6ZgACRhSOo7ii4lKlUtvJv26L6HFI/02Ukzhm0KucA4PWnotA5be4umYIfwx11DH0o2VgaSFbEM2MkjAx7UbEiC4pcPHbTTSNkqMebc/5RXL9WUxwrq+abzU2CCddck9u7Zy2zquM79TXyPJPd19Lh+Bb3hl5csJhOYI8ZjiRllc4+nf51zZ4WtJlD1hBeYOIptCkENKVZifXSC1RjhYe4fntroMWSR4gwx+Gujce+BSzxtPHIdaRXEKh4pHnfbOpdWM/wCaTbetcMEZ5J+34hhRFPJLDnZlklVR6dAAMV0Y8mmFwtTNhacBeVDeStLPkELu246ebSoB+tel82eLk5plppvBZ7WZBHHKZigGoPJlx7Fc5r3+PKaeTyS7WCIqNkYhuytjH0rVjT+p3GJUwR3600ulsYGnV9d6DcGodyoPagiwWA3JI/SkHgzE74C+1MEONTAdjkmkaF8UWwl4fcgDOqFlAIznfYfU1hz4/wClbcN/2j5L47CbW4mtDsTIyMnTJBxjavh/rms6+q4bvGEQSJbQBnURqBgIN2J9c1yTKNrjuom5Ds7XEqF3LAJERuQOmB88mpl3VfiZht3inj58uRBHgKuNj1Y7fP8AWur+STxlZtJcyMgNJk68LHb5zkZ6kf3rfj5LGWWIuwzdXg5ukpD/ADgGOFcbkD8zkfpXRxZesc8ZIvHD7prhbe2tk0iQcxQ++EG+t84HvXscWe3ncmKxW9uZgszY5Sj8P1+f1rv444s/0eLJUjGsaXbYKRuO/T5VtIwtIuLVQEXc48zD5U9Eb+4nlmRvix5RRoIya2xKEAyRWdipXJIASAeuDjt7UrDCy2y6eWTvg6SfWosOPWqttq2OMH19KWMFqRjT4Qeo+L2962kTRUdsQcOvkOx/vVxJyazAjIYZK4KOOvqKdhHLMFo9SHLLsyjv+tMUWSrICNx0yOxoIFI5Q5J8oO7Dpt6ilTA3smEL5APXOcge1QaDRRcXjSN2JDAetOUJBneIjlgj/MBn9aeyJRr12zqyAc7jAoAlucQNIJOeqmqAd0uHzpAU/wAxOG/fanjPSyoOe3kigae4lzHCCzMAAT9TSzkThus98V+MRGsllw1tMQH41wGBO/Zce1cXLzad3Fw+vmH7Q+JSzzlFZgCxLFyT5BtgZrmwstelMNRTVTRCj48z+ZGU/EAce/WqIq8ubkuVCkRADADAnBG+D1qoyyrzxjQgEhwq5VzkY3zt33q5NMaU85hiVwy8psLryQ2T2GflTmIr3338DXyE+DGO2c9fStNeIfpBLeFtOrb1A712RyUiWZnIwAoz3bqKraTwhXYSrqB9DgDvuKNk6kkQduU6gr+UYOKCcu2jwrO2vP5Tjv8AKmVBT3skBHKjGhuiruf1NOJsOG4vZlSRYiiY3EhAx8u9BaEIJ1UYyGPQZzselKnBC2juAGl847Y7Utq0dk4bIASJO25PWpGiIuGPDmSNNZP8xJGO53o2cUTx9KbSW2sgwSSVmlk0jBCAYHt5v9K8f/Ic2v8AV6nw8e7tRJroG4UxkxsDjLnLZO2dsmvnuXPb2cMRME/FlchZdCEbOwAyfQLnP61zy5LsjrJeMCsMhEufiAz0FGr/ANn4eC3yAF52cHdVOBk/I7ZqsePItw9Mt4kLPdNyh1bLgd+uAxqssh4Hslg5iyMjXG53UnAJ6E9c5pSz/wCnVt4TLa2zI6xSwFskNEhzt11Z3/Suvgsjl5ZbF74bfTyiMR3XOV2DK6k85P8A5MNunRlFe9wcss8ry+XjXKzvbiKMC5cyr2Z00t/3DINeljXBlE1DeIVGk7HqGIxV7RRAk3HkGPanstFGUjbAHzIpk6Hjb4nz8thQZOpegoBSsBhj1xtQQDioL27A/mBzj+tRnPF4+V8yePODmw47Mpf8RjqTODjVv/Tqa+P/AMnwWZvpPk5N4xS2ljSQmUnyAtq9X+XevEmGr69H9PW0ayXMUsp0ogMr9MYUZ3J9TWmGE2zyp61MUMUvF70N92bZY1PmmcEty09ADszf61tOOS7pW2+QVFNLcyNLNGqXDjUyqNKQoPhUY/lFXM7b4nWlgsuVaQorjW7+blkY298dM9/XpXZxxhms3ClmYiOcssl0pmupCN1hU/B/lFer8+Nrz+ZfeFrHJCLs7psYlA236frXr8c8eZyVIgayAcZPU9a1ZESxLJKET3Bpg3Kg5oGPhVsD50gjZoR97jBHmbzEegqKqB7qMpqcDrjSaVEoO5gJwQMn4hj23/pWdhuGEqyMBgN/qKUgGBQrg42IH0/8NaQrUlCR8DdV2APpVwqXKp04PQdPl/tVJqPhkaC4Zh0Y4x2PsfekZ2WYQvlf8J8/RqKAc1wrHK/ofXuDU7CFv5wyFEJGc7en96QKskAUFxl/z57YFXIYuWZo01knGNgRjNOltHy3V3My8uMlRs2DtilohyXDaNCgQkDDK5zj5UaNF397ZQwPd8RvY44YsqHUOTnsAB3NLLLRzHsyfxL4yur5WhV3hsOgQk5YerkbZ9q4+bmdnDwaUme6CRooIdjknqQoxsdvWuPLLbukY54zkm++y6kzE+/XVgjr71fFF1WxPDp5citEQBpx3B9cZG/tW80jRUt23PZZMCLACMowwO/U1pjqsssTtvblVZ3UcsDJbuSdhk/6UZeVNxIk4cp/w2BXOoqR0GNwue4pWpsO/d4OTr5hzp1aMebPTPp+9Z9qnq/RVA2suFJRsqWG+N/SvRcn9FgLLKC7MdPyJ9qpnRLR3BdRGfL6ED/SnCJPDAzkyz6GyCSFAJ9qew5FLbffnshBOSNjOyExkdfiGQMUuxaSQjwcKgORkdhRsaPDkrGqtpUA76iBRsaPrb2kZEo2I+HJoDxmiIcSgaSMFgMUaLYSWMTpqVgqL0UMaYPLcywxnb8MDG5qc6cjEfHHEJLrxHJISp5ajMg/KNPTruQP618l/ks7eV9F8OGuPauxuVKFFaSR/MGAwuk+52Jrz7du7Y61SVpPxcq7dDqJ/TUMfoKmYbO1LRQZj1GJpT0bXKAvr0XAq5hpG3Xu1jBeZEhjiGVZVVm29Dvipy5LP/hzExzOFXrEWxaSUnrggt7ZbJ/QVP8Arl+K9iUtOGSxhZo2gtRuGM5bHzHfPzrbDh6+sss01bx8KhCvc8T5rDyviMqAf+qQn/8A5rqwmE/axy7VZeH8S4OhiVrdXYAiKYvKS2D1IRUB2r0OPl45rTkz47Vz4bxeLSFiAhj7NgqMe2Q231r1eHk28/l47E/aTxsvMDLJtnIGDj6AV1Sua+JCOQOw/D//AGFUk8QvUHp1C/3NBO6QBnP+1MyVYHVgfL3pEUrajv0XanAZuBqGPp+tKqYR9rViYeIy3wTALLGz52wyZG3boRXzn+U47+va+DPzTJ3aOV1/D1dMnsCPb0Ga+bznr2JUhZwRtHNLcrmEZRYx+b/KD8hua1wx82jK7IktpuIPFIUQFMCJAMKoByoUdlWj3M5dJC2hitUy/wCLKWBxnILdgx7jqa6OLGTxllasfC7WKNWv7w5ZiGdn2GQPKoz65ru4+LX+1c2eV3pJcKvP4jM6IcR3Dlrh8/EqDZFx2yQK9T57K4eaVo9ouEijOFZACFGw1MM9PlXp4fjzsx8j8sELu3w/rVILiVEiLndlGd/egEQJzJCxHXYH+tFmwAaBnvJZD3IVfljaoOGuIwaogo6nvSyEDRQ69OdiMH9qmHtxYA0ZHURtt8hRYNneUWwf5hqHz70/6I4DgIx2bSQce1VAWSs8BcHBxt7VRIiR2Er52J6g9mHepoJmn1Rq/Ztjn1HWigFM2Syg6W3weozUmYs7Zr67EmNkGSB61chWj7/h01uwkiBaNxpkxnY+uK0kLYBopTAyudJ+Y7dx1qN6p2GLa1hQHzSEjchfKPriruRSEcS4haQwyTOS8UKkShiRgDfapt1DmO6xjxH4mueLXTRW+IOEx/4Uas3puz57+led9PJb47+HhmPqsS3JmZ4lw+NzIxPT39MVzex16RwJlaUkaYwCNYzj3OamrkVDxDYJp50uXUNpXTqzgj2oxumuvGe8QtTBd6FJKNlgSNxv0G+Nq3w9jOwC8gHMiiHMRSGdzsSPU1vhGdgqF7iJGZpdCagucEjp2z2qcqNHtU0RwW5kcmo7HbBOwP8AtUy+i4u/e7j7z93yNXLxpyc6sZxWvWF1fo0uqIMSCSxzpxsB02rt28rRtY3ZywTysRk9D7U4mwVHHKhDMdIGw9KeyohWLZBbDH8wwf2p0hKHShWPDnHUjr+lRpWzQSRZOh6dAT/SiwbOSLbRr531uD3Gf3pyJtNtekyEupKAaUJ2JxVo2WJJHLMV09AiHfI96WzkOq8mASF0nZj6VJ6NySPyHcsREikgD2BNZ55ai8ZusC8Ryvc8TuRq5hILMT08vXPbavkPptvJ6+l+eSYI+2mZQgDBZJMFyWYqB9cDvWOWLUcL6OyYf82Wk6LEi62J6/t86iXSp6MHFnfDnmJt8dy2wz0AXpnNTlnTkhqfXLpRszOfyFsID3JI61nbdrx0ciaGAa75401eRIowcuPZVzn61WM/7LL/AMOXcwuIU5EMojG2u48uw7KucAbdqvO+Ixgzh0Ucb67t2m04PmYiNRjOBscn0xWnHJP0svxauEXHDZpozBYQzMg6S65W1Fs5wZCOnttXq8GWF/I4eSWNP4Zb3jw64eRAh3HLGlsfLTXs8WPn48zky9WO3hmUDXKin6D9O9dOLmySaKwAB/Ud60QJUepJ9htTS5LrOy7bdu1AMOpVVUddsn5HJoBZkCLgnAO/60AhnB+gzSNm/wBpPBpeJ8KuWiGrQxnYADpChz79Ca837+HvhXofHyTHJ89RCS3mLMMK3835QOmPevj+XHVfQy7gyGVp1hjXUUdyWA6hRgYz71NyGkwzRM3KXyxDeQj5bKPnW2KTkMVvzA055dsgLFgMk+uPptmt+PH+6zyoK+4vNcw/iKI1OqUgHZFPwr7HHWlzfRfwYcfqx+C7lrayk4jPury8i2GPjdyqqqD2wxNep/j+X/X1w/Xj741GC80zcvA1jT9SQNh8tq9uZvJyxShwseSdxkk1qxdafEJGPMBqPzPQUwOtwBbIxGPKxoANFGNY3yQcj32qaDTAOFDHc6iv03pUAol0Se23X5/71MnplRgBm92IOaegTqVMekZJ+mcVRGZX0BSuPK24/pj5ikCYpVjcoNkO4Pb3pyhH3ecsQN9QBHsaVMGXOgoPhJJGex6ilQBubnRgsNjgnH6U9A/wO7EUgOAct5gdvf8ASqhWLdIySIJImAxjUD7+taRCHvYEkYkFAxHUrvU2KlRpiWBTknH52HU7d96jRsm+0TjllZ3q8IhklWcqJLktkKQd1VfXPUmsOfk06vn491nLT6UkuNB5bjCIc6iT8s1wXO136R8nNhhaZQYjklWceUddvnQrYSCRZE1yDKIpOoDZidu1Z5Wrhq4jSUFU84C51MCOvb6VG60xulB45bo0iIqmTOcxsp3BwCAPet5dQK9Lwi6sGQrC5WTquPy9OvtmtMeU5gGLKIk4eoETsSXclu56Y33q9WstUVHDCiCJi0j52A8vsMEjeiq6UVi15urlrqxp5fm1adPxVO09X6M8mSRABgZ6g5BwK9TrHidnYY9GQTnVnJPQewpUtiFhSCLlooOBsAc4qtQrSraF2OD0J3ORQTr823c8shkONumPrSFjqtLONehowTuc5J/2pwiZLZpDmMupPr/vT2WnLe2lTJdywjO2R2otEOs8QGWTLr6DP7VKiTOFDFVAU9//AHSAa4mZraQDIZh0OMjG+dvlWfJ+L476x7xZFb2V5eSsdMmg5HQMNh0+favmftmOOf8A6975rbiokPEFCMbliSwDeYZ+I4AC1xSyu246TljbssiylPw+oZyo0g9giZLHf1xTnGjskA08kw+76LSJN5GlAdwMdQudKDHc5NLrNnHpbq2lJjjBupOobqpxj4E9PpWeWtrxPoq2oLRqEnYAaCcsSOxJ/wBKWzoSa7uGlJd9GgfilRuuRjSvYe9Z3Kw5iNtLuOD8SaNpVXK6ZDpBA6ben71WPIm4p/hfiG/nItrFBHCu5W3ijwo/mYkYWu7g5srfHPy8c/tf+CcT4jJHzprq5uETGFhVUQ57alQA/wDxBr2/nzyv7Xmc2MXThvGLiY4dgoI2RgC/1ILEmvRwy24c8YstqzuAWjAb+bcCt2FFrLgYA9qZOg7HVuf2oMwzBtx0/tQRtmXVk7kdKRESMEUNnLdFHck0KNXFoksZikGVbUrd/jGDUcmM6tMbrJ8ueJOEfc+I3NnKSgjbSMdf/MV8T9nHMeSx9P8APn2xlBwQusZaJR5BpTAPVtgB3FctwbbdYtbkRSP/AIpADL2XPmPzJ/ap7XEOXVxm3MeoqJGUkd9GoAfqRT/ktLXpEzq4AxnUVU56kkj+lOXd9O/i1cL1vHbwxjVHb5mCgYw7nSuB7dq9b5a8/li9W0ksnEY5s7Z5Yx0Gkbn9a9rhy283lki1NKmhk+LGSfcAYrvjioWaYlXRRhg6Fh3zn/ansktbXSt94hJOI3QLn0Ix/UUbAeOVVjRP5cjPyNKg00wWROxXfHsetSAjXCh1IPlKnH09P0qf7Mn7x+Ln8p3HzzmnAalnDtKR0Jx/3AU6DKSExtnpnA+YpAyXCvj3Gn9KNg1ctnC56nP0zTpIy4n0ZXI3BI+lA2hZroTrjOCpwR89xQcPW0jIAxOlwRg+o9acFqz2d3JydSH8ReuT1B7fKtJU6JuL5mUlkAI9AcfqaVo0qHjDxjwzwtwqTifFbhIIx5IUbJ5kpHlRVUEkk/3rPPLUaYY7r55u+PcT4zetxa8eM3V02bm6ZAfKPKqqAOwGB6CvPyy3+vR45MfwFe8UKoJApS2bCq2QC/p+vtWeV/6bQMbwyKiyyFreNixDAjVkdB22Aqf/AKqB5Z3OI4gYYxklQM+UfCtT+ns9ZtPcnmRrhTnW2SNJ6d+9KnLQd/b24aXljVcHZCAcrnOR9arHKaUjruFI7cxlizkamXGybHYdzUyetZVU4paXNuscsUStv1O5BJ2O29bdlzSFm4rrSKF0EbgkyMxORntV9fBl+ieQNGeedOjHQ6vl8/ekjUfo2xuJNtWD169c9P3r19Pmi45rtVHMVguPMrAN09MUriNlLxFSjtIkigfFkUQj0N7G5QRqcsNsjc1QF6mA1NgZGFyNxRS2RJLvpOwPcE/0oGyvvnIGD5vmaR7NniGoEuCmemkbUaTszJxIRgoiOXOxIQAfXNGj2Fk4lqY4Uae4IGT8qWhs3JdK2tgC2kYYnp0qcptUrMvtJtl5ZlbK6wo1IM+Xc46jNfO/5Phm917nwZ7mmTwXlvb/AHidV1iMggyYOWxlcDfpXjS6r1rNxOwcUvbuNW5gXIDFIBpG+cAnrj61tbWFkh97l5iiXMgjtIQplihBGsgdzgfrWWW1YjrS9aESTKojhKAwR6hqc/zHG4UZ+tHmlGHu5pJOYZmihf45gDkD+VMdB2rP+168TUT8OtLSK4vdfLB1QwY1SufUr0UZrSTHXqLbb4FWOS7lEtzETJgvDbgkKQemrO+KmQ+yUsnlV9Lu4VdxFEMAkHGwGATv1ro4M9VnlNxbuEXd9cXqwxxG5uGAQFmYCIY74y2P/kBXq8HPbdOHl45pq3BLtIEVHKmRB5xGM7gAeZzt1r2eHLx5PLPVogvWkQFhojx1GN/lXS56fFxgbAIP3+VCaIVvLjG3vQCc5XVjABO1MGAfMc7Ad6RGhJzJw3Zeg9B6/M0KPl+ZpHXPU+mOlKwb9YR9rPCzb8cF0iELdIHyo6OCVOa+V/zPDrKWf2+g/wAbybxsUp2aBVVNmbOBnvjGSflXj55aejJ4h7rmyXgYnCImk/lzj9upzWOVtVDc0zSyxBDgRyRmQ/5FFPEaPHUZI1HwvzDntuwGfoBWuM9TbF48P3AgiMqplhqaLV0JUBEH/ca9j4pOu3nc/wCrtYRCEJpOeW3KVj0bGQf6V7PDi8zkqYim1NHk7kkN7ZNdmLmsPFNUkkq7gEEiqSeXUpk0thioOr3yDRojbSsGZB1LEr9Rn+oqQYvJfMzA+Vk2p38MGkh1gZ3AyAem9Zw/6KXIwhO4/wBKonQyqDnuwI+lMBY5D+IjdRqbH1zSAWa4B5cmTue36f6Ugbnul17EZwT8gKolbv78AagcqW8uOuAKDA81oy/5t1Ix3HUHb50HpLQSBlUOCI22z/Kff2NOUaGQ3yw5jbDEZVlY6Tg7daXbQ603cXhUlUlcJj4JMEH5delFomLCvty8dRcEHDrCSK3lWYSXJTDJJqQaUI0MMA5bf6Vnndt+PH1jfCvGX8SsYJrtI7bLtgB5CdIOB8Tdx19a5ssdOvGrDccSiuoF2i0aQ45eNgOnTIzWWmtvoBZkvJVi5rR6d9Wdge52z+lTlNrgu2uI7mcWyPlBvJkHWxB2PpgUpNHEw+rh0aJFiVJSdQUZww7kjr+lZ/tVNBmkSFxLoBRxuXwy6s/lwB+9V0NG3MaXEoiHnmOFG3r/AF/1oyul41DX0SSOQxWJ4yFVRkA9uh2p4+LkQt34bjm/EZQsZYtqA2z1zkZ/pTx5d1eppC/wziP3f7trPL1ZznfGf16ftWm4Onj9LWWCRiwAEfQKTvn6V7D5angsUZCxktgYxqzj50yeaO2xqbXn5bUgbabSw5IwDuBpGaNC16adyNT4DL2AwR7n2ppNc1nbGQ567DYD5mlYe3bjnKodWGR2O2frvUyDZCJLcxtpBV8kDfYEe9OQwk9nI7DXltO2mPAHTuaekkS28MZTJBwDgEnIHXtSh0iJOZG342U38nT6UrDis+KuGS8SsDDGxI1EEYBOFUjFeb9/D3weh8nJ1rDOI2kUMlxbmFuSjZKqcO5Axj2A7kdK+ay4+te/jnuDbXisMESW8USc6TDkBToQY2Ub7kDvTuSbiJlbnBXu5SYgBJyR+ZsbZAqaJ4VPMiwsVIaRlOgdXb0AA3NZXG1Urq6kiG41jLImcqGGxL+unfFRfGkqQhuNJ1MGfGluZIcklu7Fu56gdh2py7KxJrO9rFzp2C3Nx0Q516QRjOemaqISXD5BJIX8qZACKSdTfX0z3qsMtUrFo4dc3l1/ylofwScS6AB9Nuh9TXbwZ5WuXlwkaH4YFiIVW1uEksLUcvVCCtuZQTqPNfeZs9wSvpXv/N+PK597W+G4jlcrE2pl2ZwDhcds7Cu2VxUSlxGHCRAPJ/N1xVRNEJIxBlkOwzjHTbsKaS+bmM+nXHtQDZbJyPhoOG1zqIHTO5oM/Dhjq6+lBKJ9pvDFurWC5C55LEa/QE4ryP8AKcPbHb0/g5etY/xHhzpIHCnWMbDpivluTgr3cOSBhwszLIMZLHWQOmfSnjxT+yyy0iLrhtxYiQkY1KTt7bb/AK1hyYWNMcpXLUtJyoV8zDb333o49llFhWV+G8HsHIPMdpZZ17YV/JjHzyfevZ4704o4s5vJeeG3qCwty0gdXWFtfTqzKT9CBXq/Pzf6vN5uP1O8PnS7hllBAlhZklTOegxkV34Zyxx54WVJ2x/BEo6HAb2PStIzOuuiTB6MNO/67/SjRG+Xqlic9ARn9d6AHli1Bh/KenzFIBoUHNUZ32H0FEh7JmlVdb4x1wPTejRGJnKxDfdj/vQYRpx95lYHyupYfpSCPnn8gA/K2SPmKVCJubhirDOMgjOegpw9IFp1ugTq0hHUJn9M/vRD0MsZllhTmKfwzox3BG461QHPcSh1EDJyx/iZGcg+uD/WpsOFs5lPnHlG6sDv8qmTarlpF8QdBFpcYYbgE5G3qaeWN0JXyd9tUlld+Iry8k1ffYolt4YN8AIN5AckYJPX0FZS+urCeMYueIyusMUYCQW2Qsgzls4yCTnYVt1lZ3KxauH+MfvCR219OsUMcYUKy4LHYYznp86yz4o2w5YuHAJ7OfSLZwZUyHMPmBZugA65Hsa5MppvvxJymS1u9E7OhG4TSQcH96NKlHJNckyGCQoi4zltxkdgf71Fx0o0sTSxy65ir6gVQBstn3A/XNGqexMNlcxjmzRB4ZPgOoY32HmTeoywqsaTe2MUjOzDlKSCEw2FPTGSKzm40mRu94fcTiGPRy+5dWGB2GQaLf8ApeN0b/hn/Mfde+M87Hl16s4o90fb19thYtBYzZZs79K+jfL0TaObcMwVWVhsSTn60iFC4S4GlNIbHmDAn+2KC2Bn+5RoYmmAmBzkkkAe29VCCpd2cJxFKXz5JS4ON6AkIX4eWUjCjpnOKQS0L2qaSjqzDZcsDtQR91iA+FSx3A6AbUGjJrd3yqDQvop6996NnoA/DNTZd5ATnAB2/b1o2WiV4fEgAIySD5s9am09BpOEQojEbEg6sktjb9qy5Mdxtx5dWAfaRweaw4+z4xYzRmVADgN6/LHpXzf3cNxyfQfHzTLFRpr8Wa6iDI4aNVA6jfcD59a86u3SwRyqFZ8q76wuD8IDAZHv9KIzLiSWO4F0qlLiQaYA24RT1JFFvqtTSQS3AXWHxaoMl1YsdjkKDtnJ9frU54lMnGvglwbx0H3eJsW8BJAz0I2/N7+lT1V+juGyBSvEuJDU7AtoJJJyTjb8q9l7n5U5j/ZZX/pKi7VI5LqWTQM4dxglAeoHuOlGM9LR6PxRcTB7RZfuPCogHkWIHW4Y4Cg92b32H0ro4+X3/wAZZYL/AMC44D93toLfmSxqqW9vq0Q26H1Y7nG7HG/1r2Pn5tvO5+LXrR4r8hI7QNqcjaKPAwq4yzZx++31r1sL48zLFMWkzJEoiXLNtqY4GD1YnuPT1rWVnYkOfqQAYOOn98U9p0U0pZHA7jHuc96NjRpbgEKNWQMD69KNmfeQRQhT8bnBA96YO27FRt+Ubn1NBVH8fsvv/D5bc9wD9VbVXP8ARx9pprw52VROJ8AAt25agXErLHEcbjJxn9ya8rk+PyvS4/p9QjcIa0YLnU7bMuN8ivJ5OG4+Oycm4D4xwRbiyfmpl5BiL196z5OG1WHLqqc/BZ7G6jkZSIi2QR07Cue/PnjZ/wBOmcuNgm9YaeHxyHUphfKn1LkHP6Zrpzz1jIxxx9E8MvJIOHxRuuRHkYHRgJCSAfkc10cHL4x5eP1Y+EcQltuIXkIY4kgVsE4DhgNLeu2dJr1fnzcHNxrbwXigaPQ3nVTh1PUqds/MCvQ483DlhpO3EkbRtIpDKB+2M71ttmj47kaSpOXTzJ7juPpSB2aRVMfQh/Kfp0pBHRv/AIzA+fVpHt2ogDsyyTyIu/LUZ+ZOTQDF5KORpB/OQfqu9ARhlzK7E7KMbem9IAHkMgcZ6kft1pUKx4h4osMiWMZ8zAvKfTHaoz5JGmMQ1hJ94j0xvjBTX33GRSxy20q0QFI42VRny5wQfp+lbMqRb8Qt3cxIG1HOvCnT6YyQKqJ2Kl4haxI66XYqNRVdyAPY9aXUtqt4j8SWUHD5pNBjULkMwJYYGdwOgqrl4JfXy94q45w/jtxdq0JEnMU85GIDL0GxDAe5rkynru4ruKxL4Gs5EJubxLBGVpfxjhmx5tKhScnHoKMORtlhNKDczW9vcC3sCZdRI1suMDpsCe9bz2OTWq0Dw3xuztIIYF5q3MYBdozpJboQCvy71zcmLswy8XAcVt7tiSWYtueYdTEnY5NYdtNJam44ka30NpV8adO5Yjr0x2qcptWgrcTgsouQ02GyfIQQM9+vajrS7GbW7hu7hpYdMRbytcYOB66R++aelzIXfTwWYXl3DTSjSzPnCg4/qaxyx20lFcPufvqmcuHkJGoZIwvsM9u9Z9dLI+7Wv3vVzW5HNxryca8dcZz+1CtvsVpbVVVtIYg+UD9u9fSV8zs9a3ChW1RMAT1AIxtRIm0SYLu5P/LvyI/TIzj+tBGv4PG27ef+cjcn60A+vh3mBXjTlAfFuDkehzSB5OEwow5cjE5wcYB/9UBILwqCPGEGvIJZgP1o2ej62/JATAx6kbk47VNpyOSgADDYIzvntU7MK0w0sSNTLnSvQn/SlszLMSPOukYG4G9Iwkl0Cki4AUdDn4h32qtJtUPx3wQccs4JWUaYiVbGc6XGCfoQCK8/7OLtHd8nN1r578V8FuuETsGjcrDKIyy+hxgj1yP3r5/k4rHu8fLLC7O5aCKKMOCEVQGO4yDnbP8AlrHWl6Tizm8tpNPk0aSX6kr3I9mqcy2ULyWd4ogoW2VT5OjM4IHT5ZxSs2DMzG2uJnYF52cf8t1AKk4BHtms7uNMfxIJcLbxAlhLcljktuI2xjY92GfpRctQa25dEtDEJSVXmCRUAwWbfSu36mse1V4WJFUYmk80ZUuvb2+tVhlUrvwrio8PwLHAofjk+CJJyvLgB8xkkO+Tv5VAIr1Pm5el1f1xc2Pb/wCNC8OcTeeG1SwMvEOJXxZ1uJU5YKdGuZBuY4yf8NTv6Cvd4uTbyuXDVq+2N6jRjkuLgDbnZADse4xtj5dBXXK48ocfisEYaMMZJP8A8rIM7+g+ZpTJOjd/xl1aaCLymGEyMM9Dt3707kchqxuxE0MUp8zAsFY7gZDDPptVSlpLi7WZNanIABBPcYxmq2SXsgWRFbqw1EnrVwqemQFdJ6kClRNoq5hj1Y07jGmsM41xyqvfwo3V8WGAmSzPj1JOK4cvm7Zbdc5dR244Ot1dRqq4jUYj2/Kvelfm3R/MD4p4ahngdSgwuMY65HeteT5pcSw57tmfGeFyw3KQhMiNQqH65IrwPq4bMtPW4eSWIu3SSAsMExoxwCMELnP7Gubj3jWmd2n7IJcGFicSw+WOT/IcgqcdRv8ASvV4M9uDlTdhLNFIC3lmHlb3x8q9Tivjhziy2/EA6Bj8OOVOnsdsj5Zrrl8c1/UddSPbnKtqGSjHp12H9qNpe/iiz5UHzQrqX3xjr75H6UtmaS7AdyufNmR8/LPeqINFda4Z3HlebbPcDp1+WaIA9zc8x2VP8JSCD1yWGBQAlxMVXA2LEn/t2z+tIQDd38VhZzXcuNMakqO52/vU1c9ZZNez3/EOYuXkJBfA6jOSdq5bLa2k1Fm4bZT26HG2rBDKD+9dOGOoytSsdyFZubJiQDZcmrJyGU3bEEGNscvzElT8l9fnTlFjlxw4uNDTuj9MpjZfqK0lRpVPFfhm0uuHOsnEZoY8FmKKmT8yADv7VGQfJHGuKQeHuMzOInjiRysc3xalzuMdATjbNc+eNv46+LPQ/ifGo+P8DbiuPvH3YtsyjWqsBkg/OsMcLK6Ll4zaW4WJ+YkY1NiRWI7Htg13yuPK1xOJXMIeQA6mIWLvjbJB9aXXZzKxYeAeMmtxJFc4VhunqCPc1jnwOjDnulgtftA50bIpUP8AACW83zyRWf8ADVzmIXiiSlbiabmSBsx4Gogdwx6Yq+q5nKmU45I8GLYERp5eag8oJ7bVGWDSIaTid4fPd5C5OE3Gwz264yP1oxwPvpIWPHbiMcu1kALdQCdQz0yBUZ8MVMz38Xl+8cz7x+LnOrVtrx/LWf8AFFdn6AwW8WCoflFcsmHzj6jvXs7fPiIoLgSZW45gI6sSaNloeLeYMHZmbtjH96WxodbyvHhXVduxG/7daANZ2dSjArFjdwcEA0Ayk/DICY9TSMnVQCWz8ztQWyG4wpYrBA5TrqKEgfOlo9lfxWdw4KMvoTp+u1KwRH3fE4ox11sTsPNtRILkDk43brgMhC42ZMkfTajqJmjZ/EdrHK6sHwMHWASPp3NK4H2Cy8TjmzNDM4QbBShCnvk5GaIAq8TWUOsrKQWwFbC59MVnnPFY2qv4m4BaX6SxPHzIJ4zDOFO4U+ZWHoyncGvL5+KXb0uDnsZLxjw/NwqKUzAnQAtvkYGOh/cb15fJw6erx8syQtvxsIzRt8SfgyZ6eZds59KwuMbaSYu25tsFDZn+Nie/y7VllBp2ReXy42JN05YMV3Kn0z6kdazVKOt41t4kllOJELu69VGQRk57AfrRngO2zMvEDczRQRpgQMREuckDOS3vn1qOuzngy0khtVk4jPLojtt1OAwLZ+Lc7kdhS31F9H+GbuzvJDxLiq4iZzyIHdl1sDqLufTPxHPyrt4LLd1zc81Gmx+JrODh7W0Gxvf8c/AGj3yWA+FG6Be48vQmvdw5MZHlZ421Z+D8dSW2WNdUcIwqoCA8oIzqJGyoOmB1+VdOOcrmyw0mP4pZ26C8aQcoeWFRspbuVz1x60+2mVhQuWTnXl1iOJ2Kxo5642XVn36U9jSCh4uLm7gcSM2ZixPTX0O3+X0omQsW7hfEWkmht3O8kxjUbnyqTvWuOTOxe7SddTld8LgH2P8A7reJoi5YK6fKlQBlUO4Pr0NTYey/uqBQq7HG+PejpIfanY7dWlaQDZfw1P8AU05jCuVNz2q/iNjy5O/zqtQbU/xB4chuWW6VBrU5kX1HQ7etcXP8svrq4uexUuIeHYm88YKOOoNcHJ8UdeP0opeHSWYLFTyxkEr+U/LtWWHBcRlybHIROoaNgsygDcjfHv716HF+OXOlwcTSGXly5jkPlZG2yvtXTtz07d3QOZU35q6XA6ZHQj50b2NoaO5WJWfVjVtJ75o0DjXpcGOPZmXEj52UnqKpLkk8iwLDFsx6sfQn+tEoMy3KpGio26/EfcUHozLM2FeTbIG3XApWiRn3i3jzXUosoXBhBzjP8p2/U1z55ba4RC2Uk1pM0mjGsbO3T61rx4jkyTdl4inJFtNq1dWJAGR2Ax+la7YHv4wv3hpOUWiXZmLYcH/UU9l2GRcWRwZGY8o7+XOB6ZxRo9u/xOORuYJHDps27gDO/b2p4wjN1C8udFzDMr+ZDJnAPvnPrRYNsT+2P7LbzjdvNxThz25MCF5I4WbmMRudIC6W/UH0FHVU5HzpacSvLBX4c8nKQnlSwuuGK53zjGfrWVn9t8eRZ4bKzeGMG0Nw6gAAuo8udQZQQDkelTlm1mMRh4CoY3eS1sDmL8gyT0PyxTx5fD/jQ17wtDqkiOTnchviyNsVUz2WeHiKZZkYLuuN2A6HFa+Ob1J2/FUPKijjEKRLmV85Zsemeg9qnLBWOViy8H4vFLqYOydFYHGwPt0rHPF14chF3fz3JQEO3JJ5etz5QT+UdumavEZW0mOaS05gjV2nmA5elwBj82oHc9KMsdnMtC/4m/I0aY9fTRylzq+eM1PSNO79PfuUUrYKaQ3b6/PaurbyKNhsTFj7ugxnfc4/amEhFA4+NgCTkDGR++9TTEvHEoDARsRsMn/SkEb95lJ1qELxsRoGpf13xtVEZYvPNl2Cuc522z6DO1Gy0UpWBgZJVT0yMD5b1NtVp66eVlDhidWwGxz9R2pwkReiYE6mwMYDFsY9gMUrkOoKW1vbvyxzFEOF1AjHz+Eb1MzPqj7rhd88vKkSNrbSWaVi2tm9ABhcVXcdUTNwm8DkKdK4IMa5fb1Of0zR2Pqhbmzns4wFk5ksbYZCuXyRkdMf0pX0taPxX07xDKMEVthg+mDWN440mSH8Vw2UvDo7m4OD8YA33A32+VcH0cUdvByXbFuLnhRu0k1rFCMPPqOAuk5B9SQRXmZcert6mPJdOT8f4fw+1gvpcFZHVLeMZ1eYhNXrjvt23rDLhyyaY5pe3kee9Z42GOhb0JbBPv7VzZ8eq0liVuhDBDINHlY+QdSSOhx3+VGN2JUbaaWvyzYe6lXOltgpJ3Pt6UrpVvhPGHllhitrd1ZPhVHysY3xqbG5BzsBWdw3VYXR5OIRW0wggi++XCYSJCcKFHR2C5JGfyj9a3xsxrPPHssvDp5ru8jsjF984hdyKspxmNEGNTFRkEAdSdh/Xu4uS5ZOPlw00y2uFEBhDq0jENcuozrP5VJ9B2UfOvVw/Hm5T1IWsMt1OLy4JCxtgRspOkKDjC/zf0+dbSMcqG8QX17d3RhDkQxkCOIdfL3J7se+Nh8I3zSyuxjD1ihstc0q5u5caE/l1Hfbt/ajt4LE9wy+ccRiunwRboVUdlZtmOfXT/WqxyRYvnBOJGdHJwcyDcbZB3H7YrqwyZWJye+R35edyM/I5q9pejIIUZ3GcCgCYyfMx642+dMCEKhSn8uP1oFemGqNl75O3vimSJuVXOk9OoI9+tKqiGmjiVSjjON8hcjB2yP9ai4K7KVxi4jsLmSN2xG2C3lOV2Olx/Mp74rLLjipmpnE728tJ2a0UdCcRHUMkZBA6EEdCKi8ci9g4uNPxCMuJeXcjZ7dmJRsd0z0P+WjG7TYJt+MyP8A8uN2wQwO2CK0kTYeZhLIsiHIG+P5ffHvVA/zgqlFGFH1z7mkHYy8uWIwoyFBHQZ64FA0SY1wzOQIkHU7bjelQonijxcdf3Dh77EZnnXPlQZBCn+Y4rDPNeEVWDTORNM+Cemf5R0GajGVeWho4Y0kfMN0EjzqOSCF2xnr/WunCsaTbcLu3U/dLqGTfYFiNj8sn5VrJEaJWOW2kQSzIboMcKpLSEDqQO9TaNJOBpsK9rJrmJww06du4Yb4pzQ0eluhA2qd+WH/AMTD5XAPpT2QocRtAiakV0cEZxgY+lVJskZxCGB4pTbvrj2wivgoe/fB9d6ei0xL7SPsss+IW7cT4BzV4qpzcWzooRz7P1B9+lTZtcrEYp+KcFujbcQISeIhRBKdZOOhBGQR8qwz43Rx8ni5WvGoOJ8MSG5t8FWYFYcDSzdG09NJI9az143mSscduU1NFEzaolAOrC9R3G249q248Yz5c/FYaQl9PUHAJPf61vqRzTaUtrJHhkJAEpIymcFh6D1qLVY4mZLae2bMaurqAdJ/0o8rbrYX/FbsjEoYDYKx9+/TfFPGRP8AJUlY3iSXkQ6azj4t2IGd/mamxfYR/FvwNPNH+J8Xl6/rS/tXd+tRs7FAoY+Y4bOrT9TvWkcVjsN9bkMYo20Ltkd/l2o0NCDcyTDVGisdvITjb60gbltkul1yDTg6lVWyMj0K09glIHKlI/KpxiRu/rt1qtkUtoz6RqyhGCFxq2+dKmZPBbGJ8rEzyac4JJG52O9METc+N1Ro1MK7uwBGAKRETRQzrpEXNGdLjtg99/SosVHFseWjCOJowTkrnO3sT0qacNX8KRW4GeWzfCCc0j0hbi3+7KkgcNqyGfVggHc1WMK1XeIOk7SYLct9w5Unce+O1V1qZVX4jcTKFitUJi6SM+cAdwMbdfWpuNV2V/xJc87h01pI3KgC5NxncYx0XHpmuD6/Hb8k3WG8XFrPxu24PwtxLGxaW4UDooA1MQ3cgjc1wWR7HXzaueLE/g0R4glxzZFcMpPmbCDCKNWdIArp48ZpjZYn/DXiyPl2HEr9lj+8Ro6Rj4dTgEj33GTXH9Pz/wCx4ciyXXia3vBGsT5NxrWNVIDeUksw9AMV5/8ADlG+OY+1uYYoQ7BVLeQvklz8vasrgvfoeea4vGeNMryxnmnbTkYx7GqkXvR610xg2th+JxBvK8jEKozsSSewG9RZsuyy8EuWSZOF8IUapf8A/ZcUmB3ROqjG4UkHbvXZ8+Wrpz803N1pPCS7rDDaPywoLGZjhtz5nx0BPqDgDyivW468zkWOS+teHWYfmoI88vnNnTn0QHqfl9a6bnqOXVtApcIqtdHr3mk+Hc4XHqfQVGxPBdq6EGVvOQMu56jO5pDZRvA5EUI0xg40r8TuegO/Yf71UosWbh3FVs1tbYnTIZEEgG/U5x9OldGGTLKCv/qLHFbpXfMceho9+qny/wBavsnqtnD+IR3cVvPG2UkjDD9elXKmxMQSAgAn/wBCrgPoSTIc5zjH60yp9z5GkAzgZNMojbnSTk9MZPt2oNX+K67clhnlHcEdMd81OgyrxXxq0+8NYcTkMZiAMF0p0vCzHYMCNLxt69j+0ZVeMZhxTjstrcPbqyT2YYhZEbZCDkjY5XfqOx3Fc1y0167M2/Ep521rcM8Q7SAFvlnG4zTmWzyxWvhzyyRoG3L+oAO+/atohNxRHGScZO+BjanEnWESnfYAbnuaNA+rHHnITYlQTsBjqTRfE2s08eeO7SMScD4bN8JMd3LH653AI64xg1jnkvGKCl4JFZAHYHJ1dznfJrGRYu14neJHpRRscKoXJP7VpE1IQ30txGrNiWVtiUUYGOx9PrW0SMS8aIIslihdsKJFY+XtqIFMtVIQ20rtCzCFijcyNnTVpY+hbfp1pBMBDFcKzKro+B5AwwR0z16dKAMNjbTLm4RYkJ2ZV2wOmQf0p7GiG4VwkgqshSMjP4ZPlOfbbeqmSbDUPh63uCTZzsQTjURtsehzsaOxyDj4Wg5AWNmBxhyCd8nfGTtmns9KV4r+w/wz4jhYzQFbgfC8TKG99yCfTGCKL+HPHzd43+yrxd9ntw97Yg8Q4MsjbOBK4Q9nwNx8u/ao6bX/ACaZ7JxGC9uxFxOAWx2HMCAMN85YH+1HWxWNlSScD4dJd/8ALzq0J7lgG/TvU3OtseKVIzcBuIeXNJE627HHNCH2+IdB9Kj+Rr/ARfJFEyxxRswxhm2O46nJpYZ7qrhdIe+tY5kxgjO423PYdNq6I588AH3K8jJkeNoo0+CR/IAR2IYgnf0p5aYao7l/8lz9cfP0a9PL8vp0+W+cVCtP17jtrV1D3KqXHwoVAPX0zWzncM9nKhCHl6TgNkMM9D06UDYeMxBiiyDO5OD1xUmeTTHqy2IwMNtjFHoGq+4VZO2wwcinC0IQoD2yOhxviqBUgJwF8x6EfPvUgy1rIc+X4hg9dx8ulAcit5I5MOmIx1IP96RkXmiNcZYgjqB+nTeg9oq5E0kPN0hVz5WBHX139anRdkPe2RMYd8YwSdRG23UYq4lHXPD4LiDlppWUjBAY5bt2pzYVviHhYs8ccM/J3zIMaw46lcZHfv2p7OKr47t+H8M4Y4KI0ioXYtglV65/SvN+my3T0vjnr5z8DcOj8T+NfEHD+ZnhkNopd0JRnkkkARAy7gEZPXt+mf8AB47+fm6+E/aj4WtbaB4bOZcxtpMerLMVBBHffNaYYSFM5cfVG4FDHJ4VtPvWpbmIyIDnJ0sxAOOuAuOnpWmeEuTilyn6rUvi7ivBuK3EEEhbzIqN2eNRgZI65GM7460ZfLjYzy+myr/wDxlczrbRyFGBEtxxGaZ8kAAaVBHQE74HbHSvP5vin66eP6bf1a38fcDRrW3dGjnudTLocaEXUVDEEb69Jw3SuG/LlryOj/kRJ2HH+EEvK0yRwqPO7so0DuWbtn981l/x8p/TSfRE3wrxFYysJraZRZYJZ4zkyYOnykdu2e+aP48sP2C5zJP2fiq+mnRkVmad9Fnw6FirOBtl2A2Xbr+4G9dPHy1hnxxK29/c3/EObPcrxHiKDly3CLos7VAd4YFPbI3I3br6mui8lrDLj1F24eVvIIY2k1W6ZbXIdye7Y6bduwrqw9c2UHcQvCIRZ8POkH4j+Y98LVVMkK4ZLHbjVJjXGmcE5C57k+p7U4Mgs3FXZTNH/iNKp1E9cHYZ/rRMi6uX/GOXdztG2GJPIckAt5hqb5VVzHVZfB/imS3igtZWBVRKQMkld+2fVzitsM4yyxa3w64E1tDIpyHQMD863jGpZDuCOh3NaCicjBT+YdaCBTKVJUjI/vTCs8bma2GQcx7kA/Kppx88+OON+GOIiWyvLleHXytIsaXo5cfnGfw5wSmlh0BJHsKxza4bZbBAbdZNVykyR/4Lq2Qw6DLDYgDoa5MpHREvwR2uiFBHLJAYj0Xtv70Y+HlLpptguYwVwBgKNuw6/wBq6sXPUwpUgY/X19apKE4v4i4dwZGlvJVTSCxJPlVRuR7n2FLsGSeMPtba653D+Eubdn2Hmw4yMBnx3HVUBwM71lnaUxZvFeksSWJB82ev7n5VGvGsukxa3Yy55o8wzlure+9OSp2kYZZpCFDhSDjvnHrVF+p615igiOZhLtkjAVv2/wBauU9JWNbvXiRw3lIB1HfPTHtmn2IWsnFwAEVdBB1Me47EZP8ApSIVBNxLbTLokHwrJkDHr759aqUkvbyT3EBivJNWr8qDt3696dgE2tnY6SqRyD5SMB+hNRpWkrbpbW6Ky+RW2AJPb9qc9PwZEZNJaJg0Z7k6iD8jTKw9EJn0owXVjzMuPptTtKY0YLVJ0KzIGUYypUMp+mKmZquLL/HX2D+G/FDXFx9wja8KkxxwhIGLHur7aT+x71cz2JNPmrxR9iHi7w3cO9mrRurZgtrg6HZOoIYjlvjvhhTuEq8clGuOM+IOBSG04pBNCgca0lVlRmXfK5239qyvDG2PNZVl4X4m4RewLazxB3kYfibKEzse+SK57hli6ceWZJ7/AOm7OE/fDGW5myeUaVOMksN6i81adIgeL8O4SZpLe9Mr30xxHKx1aVAyGOeq47AU8eTKsssMYrmg/ftHJb7rqxzdAxo+H4v9K33/AKses2/WO64LfvZsltcS89E2wygOfU7E5rqmTgsV228O8XMqJKAoziRi4G/0qtwtJybhi2sUccMZumLfitJLywq43fON8Go2abtrB4kQSlQjAYIy2r2phIJZQxnVgs383TagihyGGAAp75/83pdjJk1qoNuyuRthwcf/AKg0bDqXsUKAyzMZehTBADewo2A17xCQOcBSR8ORuf0pBGC4nuySI9KPsXJyc+mwPSqLZvlPPG8TBU3IIIyGUf07b09kCPD4IToVS+UwMncA9QGO/wAqWwG5NtDrkjXMh9etPZUDNHK6axjmrnysuOm/eiqj5p+3W54pb+Hbzjctw0cbzcq3tlA8uV0sh282M5371w83DcsnrfLyY44qb/w7+F+KiLjHiPiUDRRX0kcfDoZBoedIlcPMdeMAZ0ofdq6P49YsOTmueSk+OL/iPijxvZQ2lv8Ac7i4nMacNYKJUkIKieQpsfIRq64IO5rPDHba59VX8Y3yeH+LQWVoDrtH8ygfEqfFn2YDf2q+vrPlz/1V2TwpxbjrQy8NtnaKaRzBMQWHJlOtVJ/yksK2unn27W3gngO/sAWu11uA0ekDIYEYwOmx77VFx2uWn+IeGNMkss4bnsEACjHlUY2G52xTnHjJ+K7f+oPiNndSWo4fG2LMNqESDA8o2z3JyOprP+Kb2falcM4jxK0iY3UjJY22jUiklmVB5Yl6YJPes+X55lPxvx81xTHCvtO4jZXFyxUYnxgA7quNPLG2AoHr/rXL/wADFr/yV28KfaNZ30rW7S8o55YaVgrMWOAsa+mOprmy+fPCr/mlb54f41Y/cU/FEgUYeRzpRFHUnO/Y9evyrbjy1HPmJfxDw/TJKkgK5080Hv8Ayp039cVXeJ0Cu+PwohR5BvgyDI3J6KTSuchyAxxU3rONYW3VdbykkaEX4jt0JJ8op/p+I/iHF0nmE0TmOAIFSMnfy7Aft+uaVOaSnCuMf82k0jBY5Ai4Y+UYJK539BmteO6rPN9M+GOI295YQ6JUYsuY0Rw+I9gpBB9K78a5KtsR2A9en0rRNFL2NMiZ4tQPsN6ApHjSPl8Llm1aGU4LtnSMnADYxsT39aLDlfAfjH7SXj4rfcP4lDFcWscsgbzlJoirHKtsoDL3DKfeuXNrx31J214Dwq0t4ucjXEazOjsrYDjIGwHr6Vy5O/DFdfClsIkilkUk5IUL0LHb9felhUci6m/Ec6WSKfKGIYDYsu3X2rp7aYWC7vi8VratLM4VVRmO/bGTR3TY+ZftD+0Cfi3Frm14Y+LQMA0o3JKADCgnpkZ23NRb/Z9VUWYy/iump2wCxGWG25NO/ipIl7C1ZpBguGboDuv02rK09RbLDh74DFgwHm7DT8v/AHWmNKyLJZcPt5ACmGcdV3GfrV2omKXj4foYOOVGG2zJ8RXbrke9KKqRS3mxhwrqdjjAI79MVO7shB4c/l1ZjQHOVOdh7itJkiwTFwyeQqxJkjBGkMT0xvqyd+lXE6Tdnw1c6WRGX11YP+1LttUiT+7xREIUxnsN+vuSKVyVIdhjlD6TGHj6efGOlOZaHURJayNFyRbqwY5J19vlU2npK20MduijTkgdgMjbG9O0HhdLDJoZTk76RipEOxzYDcsFmdiwV26E9l9BR6Dd1DbX0BteJWaXFqdgkgDAH6januiRTOPfZZ4Y49G8ElsFhkyhjfEi+bsM705mqWf2xzxN/wAJHCrlnl4Jf/wm5YkgFWaPB6+Qtt9CPlVXKU9a/FDvv+Hz7UOBk2tte2fFbI4EcqzSRSLp3zokGMY7aqj+PCrx5MtKhxHwZ9qXh8XB4j4bvLi3ibGYVW4XJ3JBjy2MDG67UfxYictRH8Z4p995f/09e87Ro+6ciXVq06s4056e3Tej+NX8vv4/V0yXDoSmFPWPOf36GtduMuOW45gMrRyaR1KgH60yFrMhyoKgsNwMb/TenoHlnDkASYC9BQRYy+CsoGN/KcUbDuiGM6gXJH5VOQfnSp7MT3ttCEYqFkONsjVn0NELaPk4tBjBIVs4fLYbPyqupbATcT5OoHSxIIRnOdKdd8HfPzp6Ts3Dx9FTSIzq/IpGM5O2MnpT0eybnirkFlTXIcEKo7Dt+tGhsNc8XuokE4SJs7mLJLAe5IFGhsIOOXEhdjbxxKuDlhqOD3+fyo0KDm4hcSBWEyyR43BAwc/PBo0W1M4p4L4RxiS1i4tBz7C0ZprW21AIJGIOdJG5yNqNNJyWCpeENHDKnDEWFhGyQiYYUErgE6QdvlRlNjHk1WVcJ+wSOw8QSeLOJ8TlufEUol5EwhCwQLIrK3KV2Zi2G+Jj9BSww6tMubZMP2EeE7a+k4xxHmcW4pJhpbi9YFF0/lWJAFCnGcNk59qfiLnsZxHg/D7GIQx8uNdP4cekKuB3UDFTotq6bezjI8yyLIwCsq4GD67n0p/ibUdxPhtpIZpSjxJqGtkwSp/rv8qNiVVuKcHtWWRArRHGoOQp98YOKWS5kovG+GchQNCuOoOkgAnuRnrtSxy2vanXNtCDhvKzDKqMEH5nApWJk2Gtbq44XcLc2hGuLddW65O24GxqMsdql0mr77Q/Fk0SQ2/EZLVU3f7uNIO3Yb9D5s9SevQVlODFW6RF9pfim1EUi3LSzQAqhYllx0DEdCw6/Pep/wCPiO1IuPtS8SPPzRMWd8atXYkY27bdsU78+Nguabvftk41b2tjYLoYlFk4jgEMWOyqD6geZtvix6Usfn0nuJH2s3vE7+ys7SEqrMHuHc4UIAC7HJ2CgE5/bpU/8b0/5AHEvti4rf3LW9uiixwUBOcylj1wem2wFazg0i8je/8Ahi+2WZvFfELO+R14TyYY4XQdC0ojRZJGOnW5PlRfyoeoTfXCaRldvv8At1Y6FbGpRl/7Vsij0T6Uw6V8hI60yZ39q6RnwL4kEjNHGljM5dNmUKuvUD2xjNMR+U03CuIeJfGi8PkkeZWl5l04JKmBcF2GTv5dhvknFYcmtOnixfQ9rw2RkZyNErActQMkAbKN64ssa9CWSNGsOHx8Ntbe22jbUBEOv4ipnYn6tSwmnNyVP3lkY0heMedAGDfzAjet854y2w77Z/Et/Y8PsuF2dyYLq5kaRzkK2mMrjf8AlJPasJKKwZZpxM8kzl2+LC9znOd/ari8fxM2l6sYIcHRgEscHHzqcro5Fn4XOGdBrGBujMP64rHsdi62c8aqOYwwU8xGRv2wRW0y8TYnLXiPC2ZgzzNNAF8qxleu+zEAH9afaCRYoeL2X3eMW4cSlcnWATv1z1qu6eooXMkjh3BaPoQP07VFyPSRjkVQpOoluvT19hTmRaSMcg0lsZXrir7eFp7Xl1ZVAXuUOCPc0pkNCo8yuAdzt1I/WntaRji1+UODnYKcZ2qgJjgZpMK6sE6+fJX2I96SbR0SOgxEpdG66jv+/amkZFEyR8wprOcjcHHyzVAu3niZ3DK0bIejDY7dsdansDssi8xXTzkDABOB+g2/Wi0zbxTSKAPKCN0TSvX5VOhoHcJIpEcrqrtsCzFgT/WjSoYmtYbiKW2WYrcFcc+Mbq3UFdQIyKZvWvCbZoE5kkmsbapdKv8AMldv0pwbOfwa2zpyuc//AK5z6/7U9js0f+Hi5i+73OJSpBOWKk6d87Hat3OQ1teiYAMFUA6SoOPlnvQkRbqIAXmkDyYIcAKoJ9jTDzXtvD/hAKSd8At/7pAmbi3TkRuzkYIK6VXb1qpiLUdNdXTjLmU5OBgdPToarSdhmW6lIlhlKfTtjvmjRUpVbVrYrqKgHA09O5JzQRKebBmQNIWyuANiPWgaSFlBzEDqEfqSr5OBnbrtSOO3BAdZNMbRt5dKKNQHz6fvQoNkeeMBVXUWQDY4HTVkn9qEBLiEyIyBFk1dQg9e2aD/AFGx20EwKckxzDy+UhcY92BFUkPc8Hu+aza45UY+RnOdvfHv1oNw2d1aEByCrZKFdgf60rRIQts7Lh9Ucg3EchDas77d+lJRriKwSwmB7YF2HmYlVI7Z6ZpaCp3nDOFzNJHHABNEuzFMNqJCkl9wB7Gno0FceEIriQK0SwyICdT4RcDYbjYn5UWKBDw1xELcQ28qspXZuuCeg3OPpUdR4r9z4NLh5pdKkEGV0iwvXdj2BNGX4ciocW8HNIJnW25sbqdLxnKjzdwDkZG/pUTcGvVYvfA9s9mZI4xMHGsxlV1kLsSoOD7UravFVLv7OLszMbZH0YyyzRsjfL0+WaIrSHn8HXcCkNBKhHlB0Yz8sUwi7vw1fQFuZGSANKMQRnbb5ml4NIw8GuUUsV33HTB2PvTKwBLwyZQSU3X4jvk42OKLstG0iaBHjClWlXQ7DYhSckZ9+9TLUWB/uoJJyQN+2e3+tXKJi1H7EONx+H/HnBeI3V3HbWVrdR3F0z5K5TyrIy7KWTPk1Z0sQQM0C4v1o8PTPd2MM8qGOWZQzxuCGXIyAwO+QK0l2zqdI0jyjsKYMltIKnp3o2NKv4s4Z/G+B8T4YQAnEbOazB75ljaMb9OpqtlH5Z/ZtEIvGFvaSD8W7zbZIGVeONmZSF6Hy74rHObrq4a+oOF+GprhYHVSZNsEHA3bvU9GuWa+S+Go5Ut5ZAWeJ5JcnvpTT27YpdGVySNtw9JLfSRmLGFyP8N12Kn6b09eJ2+dv+InwRcXUXDPEFijvHZarW9iUY0xyNqSQdzpfKsPRh71lniJdsPt/D8wBLIxUY2Knb+9ZW6jaRO2PALcqC2XyNJZdtqiXdG9LNYcBCGNuRryNSAkAH/t9MGllgNrDb8LvH06Y1VG2Tfv3x16UdbopR8XBpSyq6yKi9seU/1/ajpVyxNWliFwNI09FYEDf0AGDT1oVLW0jECKNdLdGyGxt7mqkToSsMj3MZijD6TlmVwujb8wJyc1WiSywSFVXVjsQBttvVUHV4fJnURmJT0DdamQJSC2Zmyo0Jjox7Y6bVYGx2TxjOssPb39KeiE29tChLkOHI06c7fPffNIUWZtAwoxjYAZ+VJOnubIcK5zkDJHemHFLFMptnJyd/pv0oPR6N3K+ZvMei4AP0zQRbIVCljgdCds0HHeai4wQykYOeuaNnp6GWOVPxAQRnGPX3pFo4iBjhFbHowO4pgv7t//AF7Y642/vQF7e5MUOYhuTkZ2/WumOfaPkvb2S4AtSQoB5uceUj5Zzv8ApV6J6PhN1HIJoFUxykuGwMMx6nGT3oAsWEojdplBkOMFSM59hmlYDf3a7j8rODGx04OcgY7980tjRRheBGLKNTdlPb3FOUaIWRAI41KiFzkoudz36dKYcQwM0gjwGA1ZA/KPf3pbGj08bM8aW6I7MNnIwPfY7UbGjMlkUVoxCoYHcg43xjoMDemWnoY7xAqKqmJTlInXIGdsjT/WgWHZYmuItBIidhnmCNS2R2yfXFLYPQ2AjgIjTmNIBp15ZdX/AMSNqNgBcwR28qTSRoVOzgIEzj3JYE0xYCluMK/IRtY8ywhclcnfcDBoLSNFxNNJ/wA2gEeMYYHyn/qHrStVoBfzcxytqmnUApWMk6mB3AGM5704RqS0kZ1aaBmlIIaN2OFH82PX3pBI/wADhmgUnShYeYlMyY9NQO4zS7KI/hUULR20LKR8QyozgbZAP96XYaDScJl5jDQCrHIkHTHTYVVpaDXfAJAqmDRNjZ1CENg9TnvRKe0E/hSKeUcyGRF35ZVWCuOuWBH6U7+CUCPAllLzTohimLEu6LkksN2Ow7ms1xHyfZ1pLrbMGOMNHnbPc5I79SAaWj7Ie9+zhGAa5j5TA+cHq3tn0IFKw+6B4h9lUVwA8Gk4G+Rk47BcHYbb0uo7IK7+yfkKXW2WUA4BIzkadyQAcY6VUxHZV777H/vVu8ot5FliYldLoCFAyCQdjv75rSzxNyU+b7MCZVtSksl0AGlYAKBk9Dnr86mYl2Mz/Zi8LKyxuU6FsfD2Oy5Pl71OvR3SPAPA8nBeL2/EpLUuljKsyziIzcplOVkCsAHKkal1basU+o7P0n+ze8I8O2UdyskV7DBELyGd+bLHK6BtMsnR5cYMpH5jVfiLF1WcPgJvv+p7/pTAa6JAAzjV1/8APnU7MK7QtBofO5ySOoJ32z8qqFp+dnAvAv8AA/ty4xYTANLwy7vZ4ohkr/zDkxMMjvHLnHYHFG/WnHH1FwDh4j0SyJ5calY7ZyOvyGdqppVqj4VGLcMg1LHGcE+bbG/9Kis6ZFvHHNcQRMwSXTIrYzpbAOoDuOxFQWlY8R+HuC8cs5+DcWmCLd/hiLIV9RB3Q+uP2o0JiwDxF9lviDwdIZLlP4hwVcrHxCAagB2Eq4Ghj/2575rPLjadtIWLhWsFkjUHB7ZJPoKj+MryDbGzu10zEFV/JjGTj1U1fWJ7rPYxC4AmuIwWIC6Qo0kY/Kf1omKe1SCvAJDBhg2MBXx33wDnapsVMqIjsrYONSlmbuoBG49QaP42kzSlrZQg6SrL0XYEbdj1onGfZNQWMSnygYx5jjJ67ZquhdhK2IMmXIEWB0H6nepk9LsNHDrNl2YEjzAnOc1dxLuWljLG5kMoaL0Axn6io66V2EouojGDt2AxjvTEpS24JDtHsdgSTS0LSzZHBPQeuwGfpT14DBgljOy5QnBfOamA6EdF8xVB3wo3H0pjbnKOgHOcfDqGT065pB5lKnW0gKkYIBIB98bikZwCQxh0iD6tymBtQNkcjXOuhXjJHmGfIRnsKBs+utQW0kkeVsHbHrg+1MF/eBr+Nsen+lBLjDd3SuWLKWHxZAxn611sdHI+JsWOQrxk7hgBsNtsDJpFoXHdQcwxRaVyPIANgfb3p7Dji0DoZwvNGdBOxHrRsjU8jhw8bZjXdk6A74pU4Ga+5rb8vlb5GjV6A7nfaotUTrUMFRFVW8x0rtjHXvTiSlmt5CirCrjBzoypH6YO9UCLeFoYhraES+gJYZ+Z70tgMsTTM2WZZVILNKzDfGxQDOQKJS0cDPGIljm5ZAIZy7YPyB6dKewctrkO7L94UIDlwT39fNmkBKLGQdDlpCcMR6e/SgOvIsa4hYMcaApP6bfOgAZLy2jSN28zqdMpz8K+3qMUbBm8uBNGBGQqNvqBGw6/Dj1qTCraRoVcgGViMO6qQR1HTej0H72JpE5ZtFlTPxLsQPYDenjQjpLRkdBFHMUK5jONI1k5x03qhYJit2mMjCUxlWB0eXXjvvnp70aIuVrrRy1iJm282cDHp5qnQJiUnXJJyy+nAKahpPuTtSpvTTyJGJIo/vBHSJMhj6kUGj7l9Uqq0Rilcaniwpz2BLAZz7U9DZuG1jnk1CKSIpnzsMA/IdCPelo9mri0lmISBYzGCVdshh09BRoBhw3lRmOaRUnGdoxjqcbDrinBtG8S4VPyo3V9hq0nABJH8wOO9VC2gr3hd8bRlZV5SAMxUBXx08pPaqkLaIvPCSSwZEcaOzDS7FtShtt87bUbGkZ/9ILYuJYpVxq1BYcbt08xweuO9Gy06LG2srlZVjaGRMlSoJGc7HBNRbVRu/2S8RjveBm1V9ctvM73WCd3b4c5Jx5QB79amitUgmZULDdum23XsPaqhGbq4UjP5V3J6eUD+2aQ0jL2RvuV8ynDpGZIR7hSR/SjZ6Y3xfw3wi28XTeO7uFW4hc20VlJI2yjkksGO+CcbA+1G/G3Fif4d4htpuJ6yuIo0fWexOwC4x3zVY/jfLj1Fyj4nawqYI5NWk4zg+/eptYXFGrxARPqnmDw5KxMCMqQemfftUn12FubXw7xy7FxJvIo0kh9IOCcE42z+9LGn0sC8W4fdWtuyI5urBwY2L45i5GNJI2bI7EVWvWWT534n4f+5cUltkidFLtLGgViqqTkaSNiAdtunSncWdSdjw8S6RNJHqQbK2dvfoP61PUbS8XA25ZD3DZG5wBhgD6ZO9OYlaIs+FIt/wCQrIh3w2+fqP8AWjqJViHCo4wHwYicA6dOFJziqmJ9hUVpMcCMsI1+KQgHAx6UWH2OCAxrgPKQerMMDY52I9aXUdjaysmCBqdn3Vu+3UEdqfQuw7WchQAdeSvnzp9j3NHUdh8K3cn/APG0Rxy+vz9amwSjECKmbgkHfoMilpcyGQLFLECFOnO+oFdwOpzUaEyeFupbRqY56LnOc/OnoXIs2ghYKI2Zm2OMYGe5HpS0fZxbNnzriBU+gBHyo0fYs8OkbyIFUfzDYgUdS7Ho+HwW65ndZcDYkAn9qcxFzDywI+qNIvKN1ZDj29qfWF3Mi2yACXGfUDH13pXETI41uoAZ8vg9V6jFT1V2M8jh/O18s8zOeh9Ouc4q+qeyanijIAlnYDYZVdvn5cirIqFbaNQXdZkxhFkDqvzGwFWk4uksORgZ6aCcL6523pUHY1cWx1ySZ1HmEDb9GANI3okjjLM0hmPR45eYDjGxJ0janCIUI8bEHlW2WCgZYHbqO9Izca2wc5dCDjtIMb7fDnNMkzBDdDWqXETSkeVyoBA+WM/rQQOeFdebm5XOTqCocfqvv6VNM1GkWmXEnnA6sGIPrjVj9qPBdgrlLZSSZAzkjC4IAPbGe/yp+Bxdeg6NOvVtrK6c5/yj1p+E7cJxZImeB4pJQDpiGsMT8yAM/XFIAZH4nIuJYoohgYIOd9850E0eAFMCmjmMZMFdIYYB9dyc/LajwC1e40RhIojueUY2AfTnv+bP0p+GdAnkWMszQeY7Yd/NnsW9qA6ecLply5B6smoEEdMg52NQBAjddLSyo6YbMbhwM49dPX504Zy2fSsZESuuoeV2wMexfBp0g9w8bSyLZRlLjfLoQWyR3zk7fKiBGmOANcLFI5uzjmuebgHG2Qygf9tMRI2IhWJUJdpuX5pSX17nbZgKkE3YuF5YtGjfJHmuV2BzvgZVunpSihEgRkxI2iMDLmDfIxuPKOnrmqu0vAWGh+Weg309/wDtGM1KgQXw2b4a3YcTwdXMExfGkZxnAxjFOF4bkj4V94DGZdQPwuG3H/yGKr0vEXcrZCaTDxspI0c4EIp7Yx1qiA3MXDjCzc+NXL/jpGrFAN8ZOP60egxIIxZgSEGPYIx2PsSCKKcQV+3C1Q89I3X82SR8qRrh9kLY4lcpZIx4ay5nlJOFcHyrg+bf+lTdBuacvlYXTpx17URKPu+WAo+JQG1k4Gdhk7/SlVQJMZOa5lUhOWQwOPg2yT9KVOKR4pNnH4fbIWYB0EIY6cqX2O+2QM4z9Kc224t7ZJxi74lZNby8B4e3E7xrlI7mCKSOLTbsfPIzSsnw4Gwy2+wNXj+OrLelzim4weU8FswkSNleJ3j86noxJyARWWTCo/xNPfHhckkVq4nDLrhV00mTI6HJXFPHehx72jeEvxlWeWwiD8UCA8jIALEZwxBxsdtzU1vkPs+K+PLi7Md1wD7nYGJWuZ1ubeSAAjzqVL5wG/m29DUzttzZ9QFz9zFzFJdFTAztyoZ84VvzctumK2m3Nf0Jdjw68kRXRE+fxFjLk75+LA07Vc2QmFuE8pk0OLfb8VCnTHcHfHyqoQWP+EeQwYwM5XPlI9zjrT8B2cR4yWTbOFTVk+mSg9KPAHuIr+Yj7rcS20u+0SlxjG+vWMf91K6JI8HEoPLtmnIzh5vLo6bnGMfpVeFNibuxgxrfijBgfLGYZCT67gDFHg/2MRwxRkcq450mfNlWQdPNs4O/yOanwerFbSmOKMwQNMpyFErBCBjY5JIxn/1UXSh0N1cnf7iRt0MiFf1JAzUg3ZtxMu/KVkh1k+cK30XzLTuhNpPLYj54P6AHPtpJqFHnCZAJYLtuNWrP0o8N6AwBHFgpLam1lyw3751ZNMR1mvsLpVCn5sFtv02qSp3Yx5bY53HfPtjNBA3W3/O76yTkHVt6npVAiYQrpyXdsjldv9P60/AVKwEsYCEoMaSp2Pp1INHgO/8AL6s/h8zPTy5zj+tBP//Z'\n",
    "inf = BytesIO(base64.b64decode(img_b))\n",
    "img = Image.open(inf)\n",
    "img = np.asarray(img, dtype=np.uint8)\n",
    "plt.imshow(img)\n",
    "print(img.shape)\n",
    "print(img.shape[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下图像的均值，这里图像像素值在0-255之间，神经网络里面，数据的值需要做一下归一化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:33.841063Z",
     "start_time": "2018-05-30T09:48:33.793587Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "171.61454476190477\n",
      "0.6729982147525674\n",
      "[[1. 0. 0. 0.]\n",
      " [0. 1. 0. 0.]\n",
      " [0. 0. 1. 0.]\n",
      " [0. 0. 0. 1.]]\n",
      "[[0. 0. 1. 0.]\n",
      " [0. 0. 0. 1.]\n",
      " [1. 0. 0. 0.]\n",
      " [0. 1. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "print(img.mean())\n",
    "img = img/255\n",
    "print(img.mean())\n",
    "img = np.expand_dims(img, axis=0) # 将图像处理成为一个batch\n",
    "\n",
    "#test coloumns exchaging\n",
    "P = np.eye(4)\n",
    "print(P)\n",
    "P[:, [0, 1, 2, 3]]=P[:, [2, 3, 0, 1]]\n",
    "print(P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实现一下卷积函数，这里filter为输入的卷积核的权重，其shape为**height x width x in_channels x out_channels**，也就是说，这里卷积核的个数是通过最后的**out_channels**反映出来的。stride我们定义一个标量，同时用于宽高。padding仿照tf，只取same和valid两个值，函数内部需要自动计算需要的padding。为了与tf的接口保持一致，数据输入也是四维的，第一维是batchsize，这里只有一张图片，所以是1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:25.813788Z",
     "start_time": "2018-05-30T09:49:25.765422Z"
    }
   },
   "outputs": [],
   "source": [
    "def conv2d(input, filter, stride, padding):\n",
    "    # batch x height x width x channels\n",
    "    in_s = input.shape\n",
    "    # height x width x in_channels x out_channels\n",
    "    f_s = filter.shape\n",
    "\n",
    "    assert len(in_s) == 4, 'input size rank 4 required!'\n",
    "    assert len(f_s) == 4, 'filter size rank 4 required!'\n",
    "    assert f_s[2] == in_s[3], 'intput channels not match filter channels.'\n",
    "    assert f_s[0] >= stride and f_s[1] >= stride, 'filter should not be less than stride!'\n",
    "    assert padding in [\n",
    "        'SAME', 'VALID'], 'padding value[{0}] not allowded!!'.format(padding)\n",
    "\n",
    "    if padding != 'VALID':\n",
    "        # 提示： 关于SAME和VALID的区别，请参考：https://www.tensorflow.org/api_guides/python/nn\n",
    "        ##################\n",
    "        # Your code here #\n",
    "        ##################\n",
    "        temp = np.zeros([in_s[0], in_s[1] + f_s[0] - 1, in_s[2] + f_s[1] - 1, in_s[3]])\n",
    "\n",
    "        for batch in range(in_s[0]):\n",
    "            for height in range(in_s[1]):\n",
    "                for width in range(in_s[2]):\n",
    "                    for depth in range(in_s[3]):\n",
    "                        temp[batch][height + (f_s[0] - 1) / 2][width +\n",
    "                                                (f_s[1] - 1) / 2][depth] = input[batch][height][width][depth]\n",
    "\n",
    "        input = temp\n",
    "        in_s = input.shape\n",
    "\n",
    "    out_shape = (np.array(in_s[1: 3]) -\n",
    "                 np.array(f_s[:2]))//stride + 1\n",
    "    out_shape = np.concatenate([in_s[:1], out_shape, f_s[-1:]])\n",
    "    output = np.zeros(out_shape)\n",
    "    ##################\n",
    "    # Your code here #\n",
    "    ##################\n",
    "    for batch in range(out_shape[0]):\n",
    "        for outdepth in range(out_shape[3]):\n",
    "            for height in range(out_shape[1]):\n",
    "                input_height = height * stride\n",
    "                for width in range(out_shape[2]):\n",
    "                    along_indepth_sum = 0\n",
    "                    input_width = width * stride\n",
    "                    for indepth in range(in_s[3]):\n",
    "                        indepth_result = (\n",
    "                            input[batch, input_height:input_height+f_s[0], input_width:input_width+f_s[1], indepth] *\n",
    "                            filter[0:f_s[0], 0:f_s[1], indepth, outdepth]\n",
    "                        ).sum()\n",
    "                        along_indepth_sum += indepth_result\n",
    "                    output[batch][height][width][outdepth] = along_indepth_sum\n",
    "\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "怎么验证上面的卷积函数是正确的呢？用tensorflow里面已经实现好的卷积函数进行同样的计算，结果相同即可认为上面的实现是正确的。需要注意的是，因为浮点型有精度的问题，所以比较的时候需要检查参差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:27.229074Z",
     "start_time": "2018-05-30T09:49:27.141426Z"
    }
   },
   "outputs": [],
   "source": [
    "# 先定义个计算图用于运行tf\n",
    "input_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='input')\n",
    "filter_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='filter')\n",
    "\n",
    "output_tensor1 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='SAME', strides=[1, 2, 2, 1])\n",
    "\n",
    "output_tensor2 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='VALID', strides=[1, 3, 3, 1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:38.333357Z",
     "start_time": "2018-05-30T09:49:38.280895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 175, 250, 8)\n",
      "test 1 passed...\n",
      "test 2 passed...\n",
      "Your final score:[100]\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    final_score = 0  # 这个是最终得分\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    config = tf.ConfigProto()\n",
    "    config.gpu_options.allow_growth = True \n",
    "\n",
    "    with tf.Session(config=config) as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor1,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "        \n",
    "    print(output_tf.shape)\n",
    "        \n",
    "    output = conv2d(img, filter, 2, 'SAME')\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 1 passed...')\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 3, 'VALID')\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor2,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 2 passed...')\n",
    "except Exception as ex:\n",
    "    print(ex)\n",
    "\n",
    "print('Your final score:[{}]'.format(final_score))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，用我们自己做的卷积函数，执行几步卷积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:50:03.641983Z",
     "start_time": "2018-05-30T09:50:03.547648Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 175, 250, 8)\n",
      "(1, 88, 125, 16)\n",
      "(1, 29, 41, 24)\n"
     ]
    }
   ],
   "source": [
    "# input  1 x 350 x 500 x 3\n",
    "filter1 = np.random.uniform(size=[3, 3, 3, 8])\n",
    "padding1 = 'SAME'\n",
    "stride1 = 2\n",
    "output1 = conv2d(img, filter1, stride1, padding1)\n",
    "print(output1.shape)\n",
    "# output 1 x 175 x 250 x 8\n",
    "\n",
    "# input 1 x 175 x 250 x 8\n",
    "filter2 = np.random.uniform(size=[5, 5, 8, 16])\n",
    "padding2 = 'SAME'\n",
    "stride2 = 2\n",
    "output2 = conv2d(output1, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 88 x 125 x 16\n",
    "\n",
    "# input 1 x 88 x 125 x 16\n",
    "filter2 = np.random.uniform(size=[3, 3, 16, 24])\n",
    "padding2 = 'VALID'\n",
    "stride2 = 3\n",
    "output2 = conv2d(output2, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 29 x 41 x 24\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考一下，上面的shape数据是如何得出来的呢？"
   ]
  }
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